The car ride home was silent, punctuated only by the hum of the engine. Maya stared out the window, the familiar streets of her hometown blurring into a watercolor smear. The news had sunk in, a heavy weight in her gut. She chewed her lip, her jaw tight.

Her mom, sensing her mood, asked, “Are you okay, honey?”

Maya snapped, “How can I be okay? Chloe's leaving.” The words were clipped, sharp. It felt unfair. Everything felt unfair.

She stared out at the passing trees. The green of the leaves seemed too vibrant, too cheerful, and then she wanted to scream. She sank back into the seat.

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