The small, elegant card felt foreign in Robert’s calloused hands. His gaze hardened. He set it down, the action deliberate. The invitation’s arrival had, for a moment, stripped away years of hard work, success, and even contentment. He stared at the perfectly landscaped yard, a picture of domestic tranquility, and a familiar sense of… something… crept up his spine.

They would be expecting him to have *failed*. The ones that had always underestimated him. He could almost hear their condescending remarks. The urge to prove them wrong, to show them he was a success, warred with a deeper, more primal desire to simply be left alone.

He picked up the card again, slowly. He would decide. Later.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273