A vein throbbed in Amelia's temple as she re-read the email. “Best of luck,” it concluded, a phrase that felt like a cruel joke. Dr. Chen, her supervisor, had vanished, leaving behind only that sterile pronouncement and a locked office. The keys were still with him.

She kicked the wastebasket across the room. It clattered against the wall, a hollow echo of her own hollowness. Sunlight streamed through the window, illuminating dust motes dancing in the air, a scene of infuriating normalcy.

The world seemed to spin slightly. She slammed her hand against the wall, wanting to break something, to shatter the placid facade of the research facility. Her stomach churned with a vile, acidic feeling. She imagined smashing the equipment he’d left behind, brick by brick.

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