Sarah slammed the laptop shut, the screen flashing its final rejection notice. Her knuckles were white as she gripped the edges of the machine. Hours of work, countless revisions, all for naught. Her stomach churned. It felt like something heavy had landed in her chest. She stared out the window at the rain, the droplets blurring the cityscape. “Unbelievable,” she whispered, her voice barely audible. Her teeth ground together, and she felt a tremor run through her. She rose from the chair and began pacing, agitated, back and forth across the small room.

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