He slammed the phone down, the plastic receiver rattling against the mahogany desk. "Unbelievable!" Mark growled, running a hand through his already dishevelled hair. He could feel the heat prickling at the back of his neck. He’d been trying to book a routine checkup, only to be told that his records indicated a complete hysterectomy had been performed two years prior. Mark was a man. He sat and stared at the framed photo of his dog, Buster, on his desk. How could this even happen?

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