The phone vibrated insistently on the table, and Michael glared at it. The message from his online tutor, Olivia, was particularly bright and enthusiastic. He had told her his general location, but he hadn't expected this. He just wanted a quiet afternoon of revision.

He pushed his chair back from the table with a screech, the sound grating on his ears. He wasn't in the mood to be sociable. He needed to prepare for his exam.

He snatched up the phone and typed a curt response, the words sharp and clipped.

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