The dog started barking, a high-pitched yelp that mirrored the rising pitch of the man's own aggravation. His head throbbed. He’d just finished a long shift at the hospital and had been looking forward to some rest. Some peace.

He tried to ignore it, telling himself that it would end. That it always does. But the thumping continued, each pulse of sound a fresh stab of annoyance. He stood up, his muscles aching with fatigue.

He kicked a small throw pillow across the room in frustration. He grabbed his keys and the dog's leash.

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