The school supply list lay discarded on the table, crumpled from his tight grip. His shoulders ached. *Ms. Ramirez*. He felt his blood pressure rise. The woman who had called his writing "scribbles". The woman who had made him the class clown.

He felt a deep sense of irritation. He could not allow this to happen again. He needed to act.

He abruptly stood up and began to rearrange the furniture in the living room. It was something to do. A way to occupy himself and the thoughts. He was trying to think. He found himself going over all the things he had to do. He would make sure his daughter, Sofia, excelled in her class.

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