The rejection email sat, a malevolent little rectangle, at the top of her inbox. Sarah let out a long, slow breath, then slammed her laptop shut. The sound echoed in the otherwise silent apartment. Her knuckles were white where she gripped the edge of the desk.

She paced the small living room, the worn rug doing little to soften her heavy footsteps. Each circuit of the room brought her back to the same conclusion: they just didn't get it. They hadn't seen the genius she knew, deep down, she possessed.

Suddenly, she grabbed the framed photo of herself with the editor, the one she’d pinned her hopes on, and hurled it against the wall. The glass shattered, the image of their smiling faces now a mosaic of disappointment. A choked sob escaped her lips.

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