The waiting room felt like it was closing in on Clara. Fluorescent lights hummed a monotonous tune, amplifying her unease. She clenched her jaw so hard her teeth ached, tapping her foot a staccato rhythm against the worn linoleum. This was the third time she'd had to explain to the pharmacy that, no, she did not need medication for a prostate condition. The pharmacist had, with a sigh, typed in a new code, but the error kept recurring. "It's just a clerical issue," the doctor had said. Just a clerical issue! She could feel a muscle twitching in her eye. She just wanted to go home and eat her dinner.

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