Rain lashed against the windows, mirroring the tempest brewing inside Mark. He'd just gotten the news – Mrs. Gable's, the diner he'd frequented since childhood, was shutting down. A coldness spread from his chest, chilling him to the bone.

He slammed his fist on the table, rattling the coffee cups. The sudden movement sent a tremor through him. Damn it all! He’d been planning on that pecan pie for weeks.

His shoulders slumped as he reread the terse statement. He wanted to scream. Instead, he just stared at the page, the world seemed to dull and blur, as if viewed through a sheet of frosted glass.

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