The takeout container slammed onto the kitchen counter, splattering a rogue glob of General Tso’s sauce. Sarah let out a sharp breath, her jaw clenched. Mark’s casual announcement, delivered with that infuriatingly even tone, had been like a punch to the gut. Across the country? For a *job*? Couldn’t he see how utterly unfair that was?

She started pacing, the worn wood floorboards creaking under her hurried steps. The silence in the apartment was deafening, the only sound the rhythmic thump of her own heart. She pictured him, already imagining the life he’d build without her, and a fresh wave of heat prickled at the back of her neck.

She grabbed her keys, intending to go for a run, anything to blow off some steam. But as she reached the door, she turned back, snagging the phone. She needed to say something, anything, before this feeling choked her entirely.

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