The paper crackled in her trembling hands. A 'C-'. Absolutely unacceptable. Maya slammed the book shut, the sound echoing in the otherwise silent library. She’d spent weeks on the research, sacrificed sleep, even skipped a birthday dinner to finish the draft. Now, all that effort was apparently worth less than a mediocre performance. Her chest felt tight, a band squeezing the air from her lungs. She wanted to scream, to tear the paper to shreds, to launch it across the room. Instead, she just sat there, staring blankly at the harsh fluorescent lights, the words "See me after class" a cruel taunt at the bottom of the page.

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