The bus rumbled to a halt, and Emily braced herself against the jerky motion. Every muscle in her body was tight. This whole situation with Daniel was an unnecessary complication. He'd been fun to chat with, but she'd purposefully created a digital buffer, a safe distance. Now, here he was, in the same city. She'd accidentally, unknowingly, revealed that in a comment.

She felt a knot of anxiety twist in her stomach. She stared out the window at the passing landscape, her breath coming in shallow gasps. She imagined the inevitable encounter, the polite small talk.

She was not looking forward to it.

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