The attic air hung thick and heavy, dust motes dancing in the single shaft of sunlight. Sarah shoved another box aside, a grunt escaping her as the flimsy cardboard threatened to collapse. Finding the bucket list was a shock. Mom, a woman of meticulously planned routines and sensible shoes, had a list titled "Things to Do Before I Kick the Bucket!" It was a mess of scrawled handwriting, and right at the top, bolded, was “Ride a motorcycle.” Sarah rolled her eyes. She pictured her mother, clutching the handlebars of a Harley, helmet hair billowing in the wind. Utterly ridiculous.

She flipped the page, a sigh escaping her. Number three: "Learn to Tango." Number five: "See the Northern Lights." This was going to be a long day. She ran a hand through her hair, the sunlight catching the strands like a halo. It was going to be an impossibly long day.

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