The coffee cup shook in Maya's hand, sloshing lukewarm liquid over the rim. She stared at the printout, the numbers blurring. Sarah, the intern, was getting paid more per hour. Maya felt a flush rise in her chest, a heat that prickled her skin. "Seriously?" she breathed, the question a barely audible whisper.

She ripped the printout in half, then again, and again, until it was nothing more than tiny, useless scraps. Her knuckles were white as she crumpled the paper, throwing it forcefully into the overflowing wastebasket. She took a deep breath, trying to calm the rapid thrumming in her temples. The air in the office suddenly felt thick, suffocating.

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