The shovel slipped in David’s sweaty grip, sending a spray of dirt onto his newly washed car. He glared at the gleaming white pickets being carried across the lawn by his neighbor and two hired men. The clanging and hammering were already a symphony of irritation.

He tossed the shovel down, ignoring the ache in his back. He’d envisioned a peaceful afternoon reading, maybe grilling. Now, this… this was his reality. His chest felt constricted.

“That’s… quite a fence,” he called out, his voice strained. He took a deep breath. He hated confrontation.

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