Liam slumped against the kitchen counter, utterly defeated. He hadn't slept properly in days. The job was overwhelming, the deadlines were impossible, and the house, his new house, was a constant source of problems.

The previous owners had clearly neglected the place. He'd spent weeks fixing leaks, rewiring circuits, and battling the relentless tide of dust and grime. The amount of effort was starting to get to him.

He was staring at the wall, a blank space of what used to be a pantry. He kicked at a loose floorboard. A piece of the wall popped open, revealing a hidden room.

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