The aroma of freshly oiled wood and the rhythmic rasp of sandpaper filled the small workshop. Amelia rubbed at her temples, a dull ache throbbing behind her eyes. Another Saturday afternoon swallowed by the miniature world her son, Leo, was building. Tiny, meticulously crafted train cars, each a perfect replica of some obscure historical model. She'd always loved woodworking, found a meditative peace in the smell and the feel of the materials. Now, it was a source of near-constant bewilderment.

“Mom, can you help me find the plans for the Great Western Railway broad gauge carriage?” Leo’s voice, bright with unbridled enthusiasm, sliced through the air. Amelia stared at the plans strewn across the workbench, a dizzying array of blueprints and diagrams. She was a lawyer, not an engineer.

She sighed, the sound lost in the whir of Leo's tiny electric drill. The workshop, once her sanctuary, now felt like a prison cell, its walls closing in with the sheer density of miniature infrastructure.

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