The engine coughed, sputtered, and died. Sarah slammed the steering wheel, the metal singing a sad little tune against her knuckles. She’d been halfway out of the driveway, late for a meeting, when the old clunker had decided to give up the ghost. Now, standing beside her dead car, she watched a tow truck disappear down the street, her blood pressure spiking.

A note, stuck under the wiper blade, explained the situation: "Illegally parked." Her jaw dropped. Illegally parked? In her own damn driveway?

She crumpled the note in her hand. The landlord, Mr. Henderson, was a menace. He’d been trying to get her to move out for months. This felt like a deliberate act of petty vengeance. She pictured herself storming into his office, a volcano of words about to erupt.

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