The thought of unpacking, of settling into this new life, choked Emily. It was like the air in the house was thick, unbreathable. She hated everything, every single thing. The polite neighbors, the cheerful boxes, the false promises of a fresh start.

She was in the attic. The previous owners had left a trunk. It was locked. She slammed a hammer against the lock until it shattered. Inside, hidden beneath layers of moth-eaten linens, was a small, wooden door.

She felt a kind of glee that made her skin crawl. She wanted to tear down everything, every pretense, every lie. The door was the key. She knew it.

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