He stared at the email on his phone. His sister, Emily, was selling his grandfather’s wartime medals. The digital glow illuminated his face, etching lines of worry that hadn’t been there this morning. He wanted to smash the phone.

He took a deep breath, trying to calm the hammering in his chest. A string of expletives ran through his head, each word a release of pressure. He deleted the email without responding, the silence almost worse than the message.

He walked outside, needing air. The world seemed to tilt on its axis. He couldn’t process it.

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