The artwork on the walls seemed to vibrate. The light fixture in the ceiling was shaking. The woman found herself tapping her foot, a nervous, erratic rhythm. She glanced at the clock on the wall. It was not even noon.

She felt a wave of nausea. She hated this. She hated the feeling of being trapped. She hated the helplessness.

She opened the window, trying to breathe in some fresh air, but the pounding was even louder now. She closed it again, slamming it shut with a resounding thud. She decided to go next door.

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