The photograph, a grainy black and white image, stared back at her. A young man with her father’s eyes. A half-brother. Emily tossed the photo onto the already cluttered coffee table, the action snapping the already stretched tautness of her nerves. She picked up a remote and changed the channel. She had wanted to relax, to do anything other than think about the past.

She turned off the television. The silence in the small apartment was almost deafening. Every little noise amplified by her heightened state. She paced the length of the living room, her steps quick and agitated, a caged animal desperate for release. She clenched her fists at her sides, her nails biting into her palms.

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