The phone rang, and Emily almost jumped out of her skin. It was ringing every five minutes. The sheer, unrelenting noise grated on her nerves. She picked it up, expecting it to be another client query. Instead, it was her replacement, Kevin, again. “Emily, I don’t understand. How do I…?”

She sighed, a long, drawn-out sound that spoke volumes. The knot in her stomach tightened. She pinched the bridge of her nose, trying to ward off the building pressure.

"Kevin, we’ve been over this." Her voice was low and strained. She could practically feel her blood pressure rising. All she wanted was peace, quiet, and a large glass of wine.

“But the… the… thing…”

Emily hung up. She needed air.

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