He stared at the lectern, the polished wood reflecting his own pinched expression. He could feel the pulse in his temple, a relentless drumbeat against the polite applause. His father, the man of the hour, was already halfway through the buffet line, chatting with colleagues, apparently revelling in the attention. It made him want to scream.

The room smelled of stale perfume and cheap champagne, a nauseating combination. He adjusted his tie, tugging at it until it felt like a noose. His prepared speech, penned with a strained civility, felt like a betrayal. He considered just walking out.

“Well,” he started, his voice flat. “It’s been an… interesting… journey.”

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