"Oh, for crying out loud," muttered David under his breath, watching Maya glide towards him. The red dress. Of course, the red dress. He'd always loved that dress, and the fact that it was now a weapon aimed directly at his composure felt like a personal affront.

He took a large gulp of his scotch, the liquid burning a path down his throat. His breath caught in his chest. He debated feigning a sudden, urgent need for the men's room, but it was too late. Maya was already there, her smile as bright and dazzling as always, a cruel reminder of what was and what now wasn't.

He offered a tight, polite greeting, forcing a pleasant tone. This was going to be a struggle.

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