The empty desk felt like a mocking presence. Sarah ran her hand across the polished wood, the smooth surface a stark contrast to the churning in her stomach. Mr. Henderson, her mentor, had always been meticulous, a stickler for detail. That's why his sudden departure, without so much as a note, felt so…wrong. She found herself grinding her teeth, a habit she'd thought she'd broken. The report she'd been working on seemed to mock her with its incomplete sentences and unfinished thoughts. She ripped a page from the printer and crumpled it in her fist, then dropped it in the trash bin, the action offering little relief.

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