A tremor ran through Daniel’s hand as he unfolded the parchment. The ink seemed to mock him, the elegant script a stark contrast to the years of silence. He gritted his teeth, the muscles in his jaw aching. He crumpled the letter and threw it against the wall. The impact left a smudged trail.

His apartment felt suffocating. He needed to get out, needed air. He strode towards the front door, slamming it behind him, the force shaking the entire building. The cold autumn air bit at his face as he marched down the street, each step filled with pent-up energy. He kicked a discarded soda can, sending it skittering across the pavement.

He found himself at the park, watching children play. A wave of bitterness washed over him. The ease with which they found joy felt like a cruel joke. He wanted to scream.

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