The phone felt slippery in Emily’s sweaty palm. She had just finished a tense conversation with her own mother about the upcoming school year, and the news seemed to be a bad omen. *Mr. Thompson*. Her lips twisted. The very name was a trigger. The man who had once mocked her artwork. The man who had made her feel small.

She immediately texted her friend, venting her frustrations. She needed to voice her concerns.

Later, she sat at the kitchen table, watching her son, Noah, meticulously draw in a notebook. She felt a cold dread creep into her bones. She needed to prepare. And how could she do that? She wished she could go back in time, and just skip school altogether.

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