The coffee cup nearly slipped from Sarah’s grasp, the hot liquid sloshing dangerously close to the rim. It was the email, the one confirming the new compensation packages. Twenty-five percent more than she made, and she'd been with the firm for five years. Five years of late nights, missed lunches, and constant over-delivering. She jammed the cup down on her desk, the ceramic banging against the wood.

She felt a tightening in her chest, a prickling sensation that made her want to pace. Mark, fresh out of university, was earning more. He’d barely mastered the art of making a decent spreadsheet, let alone the complexities of the projects she'd been leading.

She needed air. Without a word, she grabbed her coat and practically bolted from her cubicle, the fluorescent lights of the office seeming to glare down at 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