She slammed the car door a little harder than necessary. The slam echoed in the empty cul-de-sac, a small act of defiance. The surveyor was already there, his laser level a cold, precise eye on the weathered siding. Sarah wanted to scream, to lash out, to do *something* other than stand here and watch. The feeling was a knot in her stomach, a tightness in her chest that made it difficult to breathe. This whole process, this… *necessity*… it was infuriating.

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