The waiting room seemed to shrink, closing in on him. Charles couldn’t breathe. The floral scent, too strong, the muzak, annoying. He fought the urge to bolt. He had to be here. He needed help. But the thought of confiding in *Trevor*, who had made his life a misery for so many years, was almost unbearable.

He rubbed his temples, trying to ward off the throbbing headache. He felt a primal urge to protect himself, to fight back. He crossed his arms and glared at the pristine artwork on the wall, filled with a seething rage.

"Charles?" a voice called. He winced.

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