"Ugh," Clara muttered, dragging the ladder towards the dusty attic entrance. The previous owners, those smug Smithsons, had left a mountain of garbage. She imagined them, laughing as they moved out, probably thinking they'd gotten away with something.

A faded trunk was the first thing she saw. Inside, a collection of old letters, tied with faded ribbons. She snatched one, her fingers itching. Each word was a betrayal, a reminder of their lives and laughter. Their joy was a thorn in her side.

Clara crumpled the letter in her fist. Why did she have to deal with this? She was cursed to be here. She imagined tossing the entire contents of the trunk into a bonfire, the flames licking at the evidence of their existence. Instead, she slammed the trunk shut, its clasp catching at an angle. She’d deal with it later.

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