The barista at the coffee shop gave me a friendly smile. I grunted in response, avoiding eye contact. My online companion, “Raven,” the one who perfectly understood my pessimistic outlook on life, was now living in the same city. We had arranged to meet. Coffee. How original, I thought. I found myself hating this place more than usual.

I watched the steam from my latte curl and dissipate. Every second ticked by with the agonizing slowness of a death sentence. The door opened, and a figure I recognized from his online profile picture ambled in. He was smiling. The very sight of it made my mouth tighten.

I turned away from the door. But a moment later, he was sitting across from me, and the pleasant smells of coffee filled the air.

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