The chess board stood between them, a stark black and white battlefield. Thomas watched as his son, Daniel, moved his knight, a look of focused determination on his face. He felt… cornered. This wasn't supposed to be like this. Chess had been his solitude, his escape.

He’d taught Daniel the basics, expecting a shared interest, but the boy had surpassed him within months. Now, Daniel was a rising star in the local tournaments, while Thomas felt… left behind. He gripped the edge of the table, his knuckles white.

“Check,” Daniel said, his voice quiet, almost respectful, as if sensing the internal conflict.

Thomas glared at the board. The game, like his life, suddenly felt very complicated.

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