The world seemed to shrink around her, the walls of the apartment closing in. Maria reread the eviction notice, each word a fresh jab. A cold sweat slicked her palms. She gripped the edge of the kitchen counter, her knuckles white.

She felt a wave of nausea roll through her. She needed to get out, to breathe. She went to the window and threw it open, hoping for some fresh air, but all she smelled was the stale scent of the city. She pressed her forehead against the cool glass, the sudden, sharp ache in her temples intensifying.

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