Michael drummed his fingers on the cheap wooden table. Sweat beaded on his forehead, a sensation he despised. This whole situation felt absurd, like a bad sitcom. Of all the therapists in the city, he’d landed with *him* – Chad, the kid who used to steal his lunch money and call him names.

He caught his reflection in the window, a nervous, twitchy version of himself. He ran a hand over his face. The air in the room felt thick and heavy, like the weight of a schoolyard memory. His heart hammered in his chest, a frantic rhythm against his ribs. He just wanted to scream.

The door clicked open, and there he was, Chad, looking annoyingly calm and…professional. Michael swallowed hard. “Come in, Michael,” Chad said, voice smooth and cultivated. Michael clenched his jaw and trudged inside.

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