He grabbed his coat, the fabric feeling rough against his skin. The city outside, normally vibrant and exciting, felt dull and gray. He’d just received a call, and the information felt like a punch to the gut. Laura, who had presented herself as a renowned journalist, was just a *librarian*?

He walked out into the cold, a sharp wind whipping at his face. He pulled his collar up, the chill doing nothing to numb the anger that was now coursing through him. He quickened his pace, needing to get away.

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