The camera flashed, blinding him momentarily. He squinted, the forced smile feeling like a physical ache. His mother, her face flushed with excitement, had already corralled him into several photographs. He wanted to escape, to run away from this manufactured happiness.

He scanned the crowd, looking for an escape route. The chatter felt like a personal insult, the well-meaning compliments like tiny, irritating pinpricks. He’d barely spoken to his parents in months. He had a million things to do. This was just a waste of time.

He tapped the microphone. "So, uh, congratulations," he began, his voice devoid of warmth.

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