The email landed with a thud in her inbox. “Professor Davies to Depart.” Her jaw clenched so hard she thought she might crack a molar. She took a deep breath, the air in the stuffy office feeling suddenly thin. Months of work, countless revisions, late nights fueled by lukewarm coffee – all hanging precariously on the whims of university politics. She slammed her laptop shut. This was just great.

The walk back to her apartment felt longer than usual, each footfall a heavy protest against the sidewalk. She kicked a loose pebble, sending it skittering across the pavement. The world seemed to be conspiring against her. The sun was too bright, the birds were chirping too loudly, and her stomach felt like it was doing somersaults.

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