The radio blared a cheerful pop song, the upbeat tune grating on her nerves. She turned it off with a savage flick. Across the country. The words echoed in her mind.

She scrubbed at the countertop, her movements jerky and aggressive. The soap bubbles were barely enough to distract her from the images flashing through her head. She knew she should be happy for him. She was, wasn't she?

She let the water run, splashing onto her hands, and felt a familiar tightness in her throat. She clenched her jaw. She didn’t know how to do 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