"Seriously?" Maya slammed the laptop shut, the sudden action rattling the already precarious stack of party planning books on her desk. Sarah's invitation, a gaudy digital creation, had just landed in her inbox. A "glamorous cocktail party" on the same day as Maya's planned pottery workshop. The audacity!

She felt a flush of heat rise in her cheeks. After weeks of careful preparation, of sending out beautifully designed invitations, of curating the perfect playlist, her party was now at risk of being overshadowed.

She stood abruptly, pacing the small space. Her carefully manicured nails tapped a frantic rhythm on the wooden tabletop. She had to salvage this. She *had* to.

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