"Another detention slip, Mr. Peterson?" The principal's voice dripped with thinly veiled annoyance. Mr. Peterson clenched his jaw. He had been having a terrible week, with students acting up in the classrooms and disruptive behavior in the hallways. He really didn't need this. Now, he was being summoned to the office again. He felt a throbbing sensation in his chest. A messenger arrived at his classroom, carrying a large, brightly wrapped gift. It was from a student who’d caused him endless headaches the previous year. He stared at the box. He didn’t want to open it.

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