Rain lashed against the windows, mimicking the staccato drumming in Clara’s chest. Another bill. Another flyer for a pizza place she'd never order from. And then, nestled amongst the junk, a card. Plain white envelope, no return address, just her name, scrawled in a delicate hand. It was a birthday card. Her birthday was in three weeks. She ripped it open, the paper tearing roughly, as though she were tearing apart the sender's fingers. The inside was blank. Just a generic sentiment, wishing her a day of joy. Joy? She slammed the card against the counter. What a joke.

Clara stalked to the sink, the cold tap sending a shiver through her. She scrubbed at a greasy pan, the metal scraping against the enamel, a sound that oddly pleased her. Her jaw clenched. She knew who sent it. Her sister, Sarah, the perennial optimist, the sunshine of the family. The woman who’d stolen their mother’s affection. She pictured Sarah, probably baking some impossibly perfect cake, humming some idiotic tune.

The water was scalding her hands, but she didn’t stop. She imagined Sarah’s surprised expression, the look of injured innocence. Clara's lips twisted into a cruel smile. She would find a way to make sure that the joy would not be felt.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262