The email glowed accusingly on the screen. Sarah let out a frustrated huff of air, the sound barely audible in the quiet library. Rejection. The word stared back at her with a cruel clarity. She tapped the table rhythmically with a pen, the tapping growing faster, louder, a frantic staccato against the silence. She’d meticulously planned her schedule, sacrificed sleep, and now this. A wave of heat flushed her cheeks. She wanted to scream, to lash out, to crumple in a heap. Instead, she just stared at the cursor blinking mockingly on the screen.

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