The invitation sat on the counter, mocking him. "Parent-Teacher Night," it declared in cheerful, bubble letters. A wave of nausea rolled over Arthur. He crumpled the paper, then smoothed it out again, smoothing the creases over and over. Mrs. Gable. Twenty years. Twenty years since he'd last seen that pinched face, those judgmental eyes. Now, his son, little Leo, was going to be subjected to her. He didn't want to go, didn't want to breathe the same air, but he also didn’t want to be *that* parent.

He clenched his jaw, the muscles tightening until they ached. He thought of all the times Mrs. Gable had humiliated him, the cruel remarks about his reading, his art. He imagined her, still the same, still finding fault. He wanted to scream.

He poured himself a stiff drink before he left, the ice clinking loudly in the glass. The school hallway smelled exactly the same. The same waxy floor polish, the same stale air. He felt a familiar knot forming in his stomach as he walked to the classroom.

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