She slammed the car door with unnecessary force, the metallic clang echoing in the otherwise quiet parking lot. Sarah watched David bound ahead, whistling a cheerful tune, toward the restaurant. The invitation, "Remember our anniversary? Let's celebrate!" had been met with a forced smile and a curt "Of course." Inside, the memories of *her* anniversary, the one *she* was remembering, burned. She recalled the fight, the cold words, the way he'd dismissed her feelings. Now, he was acting like they were sharing this beautiful day, like nothing bad had happened. She trailed him, her steps heavy, her shoulders slumped. Each step felt like a punishment.

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