The editor's comments, a list of perceived flaws, felt like a personal attack. "Lacks originality," the email stated. A cold wave washed over her, making her body stiff and cold.

Her breath hitched in her throat as she stared blankly at the screen. She felt the blood drain from her face. She felt an overwhelming urge to flee the room, the apartment, the city.

Without a word, she grabbed her keys and fled. She found herself driving, the highway blurring into a kaleidoscope of colors. The engine hummed in time with the chaos in her mind.

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