He slammed the car door a little too hard. The radio, broadcasting a local talent show, assaulted his ears with the familiar, yet utterly wrong, rendition of his breakthrough hit, "City Lights." The singer, a guy with a voice like a strangled goose, was ruining it.

His breath hitched. He considered pulling over, calling the station, anything to stop this auditory torture. The song was *his* story, his pain, his triumph. This… this was just an insult.

He drummed his fingers on the steering wheel, a furious tattoo against the plastic. He imagined smashing the radio to pieces. He pictured himself going onstage and showing them how it was *really* done, but the road was long, and he was stuck.

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