The news of the friend request came with a notification. "Samantha Bell wants to connect." Andrew's hands started to shake. Samantha, the girl who made his school life a living nightmare. He felt a sharp pang of pain in his chest.

He swiped the notification away as fast as he could. He let out a sigh of relief. He rose from his chair and walked into his kitchen, seeking a glass of water. He poured a glass and took a long sip. He ran a hand through his hair, trying to calm himself. The water didn’t help. He stared out the window, feeling the tension still running through his body.

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