My hands shook as I reread the message. He was going. My advisor, Dr. Chen, was jumping ship to some prestigious think tank. The audacity. I felt a surge of… something. A corrosive bitterness that spread through my limbs like a poison. The words on the screen blurred, a jumble of characters I could no longer decipher. I wanted to scream, to lash out, to break something.

I walked the long way to the library, kicking at pebbles, scuffing my shoes against the pavement. Inside, I found myself inexplicably drawn to the philosophy section, where I furiously yanked books from the shelves, slamming them back with exaggerated force. Their titles, once sources of comfort, now seemed to taunt me with their complexity, their irrelevance. I didn't care about truth or wisdom anymore. Just about the sheer injustice of it all.

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