The musty smell of the basement was suffocating. Sarah, swatting away cobwebs, was trying to declutter her father’s workshop. She felt a prickling sensation at the back of her neck as she opened a metal box. Inside, she unearthed a letter, typed on heavy paper.

It was her father's resignation letter from the orchestra. Her father had always told her he loved playing his violin, and that he had been happy. He'd never spoken of any other ambitions. Sarah read about the artistic constraints, the compromises he felt he was forced to make.

She slammed the box shut, the sound echoing in the damp space. She was going to be sick. How could her father have hidden this from her? She hated this.

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