The key clattered to the ground, echoing in the quiet morning. Maria swore under her breath, a low, guttural sound. Her car, her only mode of transportation, was missing.

A small, official-looking sign was the only clue. "Unauthorized vehicle." The words swam before her eyes.

She clenched her fists, nails digging into her palms. The HOA was always on her back about something. She thought about the endless emails, the petty rules, the judgmental glares.

She considered the tow truck, imagining the driver, smug and satisfied, and her anger solidified into a cold, hard knot. It was a complete disaster.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212