The red ink on the paper felt like a burn on Amy’s skin. The “D” seemed to scream, mocking her every effort. Her heart hammered against her ribs, a frantic rhythm that mirrored the turmoil inside her.

She wanted to tear the grade to pieces, to erase the very existence of the test. She wanted to hurt someone. She swallowed hard, forcing down the impulse.

She walked out into the hall, her vision blurring with unshed tears. She clutched the paper tightly, the edges digging into her palms. She would find a way to fix this, to prove them all wrong.

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