The contractor's clipboard smacked against his hip, a sharp punctuation mark in the silence. Margaret glared at him, a muscle twitching in her jaw. He gestured towards the crumbling porch swing, a casual sweep of the arm that encompassed her entire childhood. *This* was the plan? To just… *obliterate* it? She jammed her hands in her pockets, the denim straining against the force of her grip. It wasn't the house itself, she kept telling herself. It was the memories. The countless scraped knees, the whispered secrets under the eaves, the smell of baking bread on Sunday mornings…

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