The old trunk popped open with a rusty creak, releasing a cloud of mothballs and… what? Sarah held up a photograph. Her great-aunt Margaret, the stern, disapproving woman, was laughing, clutching a ukulele, in a swimsuit. The photo was taken at the beach.

"Impossible," she muttered. She'd been raised on stories of Margaret's dour nature. Here was visual proof that the stories were, at best, incomplete. At worst, fabrications. The color drained from her face. She closed the trunk, not wanting to see what else lay hidden inside.

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