"Seriously?" She muttered, staring at the phone. A slow burn had begun in her gut when she saw the name. The request was from Chad Reynolds, the guy who'd always found a way to belittle her, to make her feel inadequate. She huffed a short laugh, devoid of humor.

Her fingers drummed a rapid tattoo against the kitchen table. The rhythmic sound echoed in the empty house. She reached for a glass of water, then slammed it down almost immediately. The water sloshed over the rim, spilling onto the table. "Of course," she said to the empty room.

She stood abruptly, pushing her chair back with a scraping sound. She needed to get out, to move. She paced the kitchen, her steps quick and restless, like a caged animal. She was not going to give him the satisfaction.

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