The air was thick with the scent of cheap cologne and desperation. Michael leaned back in his chair, trying to relax. He found it impossible. He couldn't shake the picture of Karen, chatting with the head of department, her laughter echoing through the office. Michael wanted to bury his face in his hands.

He had stayed late, the last one in the office, countless nights. He'd taken on the difficult projects, the thankless tasks. And here was Karen, stealing the glory with a smile.

His head began to pound. He clenched his fists until his knuckles turned white. He wanted to shout, but he knew it would be pointless. The feeling was a tight, unwelcome guest, refusing to leave.

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