The rejection letter crackled in Maya’s clenched fist. The air in her small apartment seemed thick, almost suffocating. She crumpled the paper, the edges biting into her palm. She’d dedicated her life to gymnastics, pouring sweat and sacrifice into every routine, every tumbling pass. Now, the Junior Olympic team was going to the competition without her.

Her reflection in the darkened window showed a face she barely recognized: eyes narrowed, jaw tight, a tremor in her lip. She slammed her fist against the glass, wincing as the impact reverberated through her hand. The posters of Olympic champions that once inspired now felt like taunts.

She stormed into the kitchen, grabbing the family-sized tub of ice cream from the freezer. Tonight, she would devour every last spoonful, letting the sweetness momentarily numb the bitterness that churned inside her.

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