"Okay, next up, we have…" The karaoke host's voice cut through the smoky air of the bar. Then, the opening chords. "Heartbeat Echoes," the song he'd written during a particularly bleak winter.

He felt a muscle twitch in his cheek. The singer, a man in a too-tight leather jacket, had a voice that grated on the ear. Each mangled note felt like a personal attack.

He wanted to throw up. He wanted to leave. He took another swig of his beer, the bitterness doing little to soothe his rising ire. He was trapped, utterly helpless, forced to witness this desecration.

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