Liam kicked the recycling bin, sending cans scattering across the cracked pavement. His breath hitched in his chest as he reread the university’s announcement. His carefully constructed life, meticulously planned for four years, was crumbling before his eyes. All the late nights, the ramen dinners, the mountain of debt... for what?

He ran a hand through his already messy hair. He needed a cigarette, badly. The nicotine craving was a familiar companion, but the anxiety bubbling inside him now was something new, something raw. Everything he had been working for was gone. He looked up at the grey sky, at a loss.

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