A bead of sweat trickled down Mark’s temple. The string quartet’s rendition of "Here Comes the Bride" sounded like nails on a chalkboard. He felt a throbbing pulse in his head, a relentless rhythm of dread. Seeing Chloe, laughing and radiant, across the church felt like a punch to the gut. This was going to be a long day.

He subtly adjusted his tie, suddenly too tight. He’d known this could happen, of course. They shared a friend group. But anticipation hadn’t lessened the sheer, utter *agony* of the moment. He tried to focus on the vows, on the joy of the happy couple, but his mind kept looping back to Chloe's presence.

He made a mental note to avoid the bar at all costs, unless he wanted to say something regrettable. His hands were getting clammy. He should have stayed home.

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