The workshop was a mess. Tools scattered, half-finished projects strewn across every surface. The air was thick with the scent of solder and burnt plastic. Liam sat on a stool, hunched over his worktable. The news had hit him hard, an unexpected blow to his confidence. His self-adjusting bicycle seat, the culmination of years of work, was already taken. He picked up a wrench, and threw it towards the wall. It clattered to the floor, leaving a small dent in the plaster. His throat felt tight. He felt a burning in his chest. He felt… defeated.

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