Liam slammed the car door a little too hard, the sound echoing in the quiet street. The pawn shop sign, a garish collection of neon and faded paint, seemed to mock him. He shoved his hands into his pockets, kicking at a loose pebble as he walked. He just wanted to be done with this. This whole ridiculous quest. The feeling of pressure in his temples was intensifying with every passing minute. He needed coffee, a long shower, and maybe, just maybe, a complete mental reset. Inside, the shop smelled of old metal and despair.

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