The cafe buzzed with Friday night chatter, the aroma of burnt coffee a familiar scent that usually soothed her. Tonight, however, it churned her stomach. The tinny notes of a piano drifted through the air, and she recognized the opening chords. It was *her* song, "Crimson Tears." She'd poured her heart into that tune, years ago.

She gripped her lukewarm latte, knuckles white. The pianist, a young woman with a tangled braid, butchered the melody. Each clumsy chord struck a fresh nerve.

“Honestly,” she muttered, her jaw clenched tight. She wanted to scream, to run up there and snatch the microphone away. She remained seated, seething, her ears practically bleeding from the botched performance.

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