"Honestly," Mrs. Garcia muttered, slamming the filing cabinet shut. The paperwork, the endless meetings, the administrative nonsense—it was all weighing her down. She took a deep breath, trying to calm her racing pulse. She had considered quitting more times than she could count. Her mailbox contained an elaborately decorated card, bursting with glitter and good wishes. Inside, a gift certificate. It was from a group of students she had taught ten years ago. Her smile felt forced. She looked away, unable to deal with the pleasant sentiments. The bell would ring soon. She just wanted the day to be over.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216