He didn’t answer the phone when it rang. He knew. He could feel it in his bones. The call from the hiring manager would simply confirm the inevitable. He’d lost. Again.

He walked to the window, staring out at the vibrant city below. All those people, living their lives, oblivious to his internal turmoil. He felt a surge of resentment, an irrational anger towards their carefree existence.

He opened the window, the cold air rushing in. He wished he could shout out, express the way he felt, and let the pain escape. He slammed it shut.

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