The mechanic, Frank, slammed his wrench onto the workbench with a resounding *clang*. He ran a hand through his already messy hair, leaving grease streaks across his forehead. He'd just seen the commercial: "Big Jim's Amazing Engine Revitalizer," promising incredible results. Big Jim, the owner of the shop, was a charlatan. Frank had formulated the stuff himself, years ago, a blend of secret compounds that actually worked.

He turned to the engine on the lift, the one he'd been working on all morning. He felt a sudden, intense urge to just... walk away. To abandon the whole shop, the whole thing. He scrubbed at his face, muttering under his breath.

He needed a cigarette.

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