The email arrived, neatly formatted, from the landlord. "Important Announcement Regarding Your Tenancy." Her stomach lurched. She scrolled through the carefully worded paragraphs, each syllable a blade twisting deeper.

She slumped in her chair, the light from the computer screen reflecting in her glassy eyes. The world seemed to tilt. The familiar comfort of her apartment, once a refuge, now felt like a cage, about to collapse.

She imagined the future, the endless apartment searches, the inevitable rent increases. The prospect filled her with a profound weariness, a desire to simply cease. She wanted to scream, to break something. She clicked the delete button, but the words remained.

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