He ran his hand through his hair, leaving it a mess. He felt the tension constricting his shoulders and neck. Opposite him, his assistant, Jenny, was scrolling through her phone, seemingly unfazed.

“Can’t you at least *try* to look worried?” he finally snapped, his voice a low growl.

She simply looked up, her expression one of polite curiosity. He closed his eyes for a moment, trying to find some form of composure. The thought of all the things he had to do when he got out made his head spin.

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