The bland wallpaper of the HR office seemed to close in around Robert. He felt like he was suffocating. He’d been the head of the IT department for years, a role he'd loved. Now, he was being demoted, reassigned to a role in employee relations. He clenched his fists, forcing himself to sit still.

He looked at the open door, yearning for a breath of fresh air. The air in this office seemed stale, heavy with the weight of complaints and grievances. He rubbed his temples, feeling a headache begin to throb. He wanted to shout, to object, to protest. He bit his lip.

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