"Perfect," Leo said flatly, his voice devoid of any warmth. He’d just spent two hours trying to assemble the flatpack bookshelf, only to discover a crucial piece was missing. The instructions, a blurry mess of indecipherable diagrams, were no help. He threw them onto the floor.

He stared at the wall behind the bookcase, a blank expanse of painted drywall. He knew something wasn't right. The wall felt... off. He pressed his palm against it, probing for a hidden switch, a release mechanism, anything.

He had expected this house to be his sanctuary, his place to unwind after a tough day at the office. Instead, it was a constant reminder of his mounting debts. His shoulders slumped. Then, with a loud *thunk*, a section of the wall sprung open, revealing a narrow passage.

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