"Did you take your medication, sweetie?" The question, delivered with unwavering concern, hung in the air like a suffocating blanket. Laura avoided her mother's gaze, staring instead at the chipped paint on the kitchen table.

Her mother's gentle reminders, the gentle hovering, were wearing her thin. She was an adult. She was capable. But living here, she felt like a child again, forever in need of supervision.

A sharp, almost animalistic noise escaped her, somewhere between a sigh and a growl. She abruptly stood up from the table, pushing her chair back with a scrape against the linoleum. "I'm going to my room," she said, her voice strained. The weight of it all was crushing her.

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