The persistent buzzing of the electric saw was enough to make Kevin's teeth ache. He closed his eyes, squeezing them shut. He'd tried to politely suggest a slightly different style, a compromise, but his neighbor seemed determined.

He felt the tension build in his neck and shoulders, and he sighed heavily. It was becoming harder and harder to keep his composure. He knew, soon, he’d snap.

He forced himself to take a deep breath, and he grabbed his phone and started composing a carefully worded text. He deleted it. He sighed again.

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