“This is ridiculous,” Leo muttered, pacing back and forth in the tiny, cramped apartment. He’d moved furniture and cooked dinner. He was trying to impress her. Now, he felt the familiar pressure building in his temples, a dull throb that worsened with each unanswered text.

He stopped, staring out the window at the growing darkness. The silence in the apartment was deafening, amplifying the anxious beat of his heart. Then, a car pulled up, and she emerged. With another man.

Leo's hands clenched into fists, nails digging into his palms. He didn’t know which was worse, the lying or the blatant disrespect.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205