The chipped mug slammed onto the counter. Sarah watched her mother’s hands jump, a small, involuntary twitch. "Coffee's cold," she stated flatly, her voice a low growl. The sunlight slicing through the kitchen window seemed to intensify the dust motes dancing in the air, each one a tiny, irritating speck. She wanted to grind them all into nothing.

Her mother, bless her heart, scrambled to comply. "Oh, I'll make you a fresh pot right away, sweetie." The word, sweetie, sounded like a curse in the echoing silence.

Back in her childhood bedroom, the floral wallpaper mocked her. It was a prison, a floral-patterned prison. She wanted to rip it all down, shred the childish past it represented. Every framed photograph, every knick-knack, felt like a deliberate taunt.

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