The crumpled paper landed on the cluttered desk with a decisive thud. Sarah stared at the notice, her eyes narrowed. This was ridiculous. The institution had been failing, sure, but she had invested so much in this place! How was she supposed to find another institution, with all the financial aid she was currently receiving?

She bit her lip, the taste of frustration bitter on her tongue. The walls of her small dorm room felt like they were closing in. Her carefully planned schedule, her classes, her future, everything seemed to be in disarray. She slammed her fists on the desk, the sudden movement startling her.

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