The phone rang, shattering the silence of Mark’s cramped apartment. He knew it wouldn't be his mentor, Mr. Davies. Davies had vanished, a ghost in the world of architectural design. No calls, no texts, just silence. He ignored the ringing, letting it go to voicemail.

He picked up a discarded blueprint, rolling it into a tight tube. He slammed it against his thigh again and again, the crisp paper offering a poor outlet for his inner turmoil. A tightness constricted his chest, making it difficult to breathe. The feeling was a burning coal in his core.

He turned away from the phone, allowing his gaze to linger on a photograph of Davies—smiling, confident. He wanted to tear it to shreds.

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