"Seriously?" Mark muttered, the word a rasp in his throat. He stared at the empty space where his minivan had been parked, his gut twisting with a familiar, unwelcome sensation.

He kicked a pebble across the freshly mowed lawn. His kids were due home from school any minute, and now he was stranded. He’d spent the last hour meticulously cleaning the car, inside and out. For what? The audacity! The pure, unadulterated gall of it.

His palms itched. He needed to get it back, now. He could feel the pressure building behind his eyes, a dull ache throbbing in time with his racing heartbeat.

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