The air in the sterile hospital room was stale, thick with the scent of antiseptic. Mark watched his sister, Emily, laugh with the lawyer. She'd received everything of value: the beachfront property, the substantial stock portfolio. He, on the other hand, had the family's collection of rare stamps.

He gripped the edge of his chair, the knuckles white. His chest felt constricted, as if a weight was pressing down on it. He wanted to scream, to lash out, to rip something apart. He hadn't been able to say anything for weeks. Now he wanted to.

He excused himself from the room without looking at his sister.

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