The phone hit the desk with a loud thud, making the papers on top of it jump. “Of all the…” Sarah hissed, her voice barely a whisper. Her supervisor, Mrs. Chen, the woman who had painstakingly cultivated Sarah’s talent for years, was *retired*. The news, a curt email, had arrived that morning. Sarah picked up the phone again, then slammed it down. The screen was still displaying the email. She felt a sudden urge to break something. She gripped the edge of the desk, her knuckles turning white.

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