“Gone,” I muttered to myself, the word a bitter taste in my mouth. Professor Blake, my mentor, was gone. Off to some cushy job, somewhere else. The injustice of it all was… overwhelming. I felt a strange pressure building in my head, like a balloon about to burst.

I found myself pacing in my apartment, kicking at discarded papers, muttering under my breath. The walls seemed to close in on me, suffocating me. I felt a desperate need for… action. To do *something*. To scream. To break free from this feeling.

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