The report lay crumpled on the kitchen table, the coffee stain a dark, ugly blot. John raked a hand through his hair, leaving it standing on end. He'd just finished a grueling day at work, only to find the revelation from his wife. Mark, who he thought was a highly regarded lawyer, was actually just working as a clerk? He'd always known something was off, the vague descriptions and the mysterious late nights. Now, it made sense.

He felt the familiar pressure behind his eyes, a dull ache that seemed to grow with every passing moment. He picked up the report, then tossed it back down. The mess he was facing was beyond belief.

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