The coffee shop was buzzing. Liam recognized the opening chords immediately. The melody, his melody, from “Midnight Train,” was being played on a softly strummed acoustic guitar. He turned to find a busker with a half-hearted smile and a collection tin.

A knot tightened in his chest. The busker’s voice was bland, lifeless, devoid of any feeling. The song, once a vibrant expression of his longing, sounded hollow, empty. It was like watching a beautiful painting defaced.

Liam pushed past the small crowd, his shoulders bumping against them. He wanted to shout, to demand that the man stop, to tell him he was ruining everything. Instead, he dropped a single, begrudging dollar into the tin and fled.

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