It was the audacity that stung. An interview request. "How does it feel to see your art immortalized on someone's skin?" The journalist, a young woman with bright, expectant eyes, was perched across from him, poised with a notebook. He forced a smile, a mask against the rising tide.

He wanted to tear up the questions, to walk out, to make her feel the same disquietude that was churning within him. "It's… interesting," he managed, his voice flat and lifeless. He answered her questions, each word a carefully constructed defense. He felt the cold fury simmering beneath the surface, a bitter resentment at the intrusion, the appropriation, the utter lack of respect.

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