The coffee cup trembled in Maya's hand, sloshing dark liquid onto the table. The words on the email blurred, but the message was crystal clear: Professor Ito was departing. Maya let out a groan, a sound of frustration. This was impossible.

She’d spent months, nearly a year, working under Ito. Building a relationship, trust. Now, she would have to explain her work to someone entirely new. Someone who might not understand her research, her vision. A wave of exhaustion washed over her.

She pushed her chair back, the scrape against the linoleum echoing in the empty common room. The afternoon sun, usually welcoming, seemed to mock her, casting long, unhelpful shadows. She just wanted to be finished.

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