The coach’s words hung in the air: “We need you in the outfield, Sarah.” She was the team’s catcher, the glue that held the team together. The suggestion felt like a personal insult, a dismissal of her skills and her devotion.

She slammed her glove down on the bench with a sound of controlled violence. The sting in her eyes was almost unbearable. They were taking away her identity.

She refused to speak during the rest of the practice, her responses to the coach’s instructions reduced to curt nods or dismissive shrugs. Each swing she took during batting practice was an act of silent aggression against the unfairness she was feeling.

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