The newspaper crinkled in Amelia's grip. The headline blared: "Amelia Hayes: A Portrait of Resilience." A vein throbbed in her neck. The accompanying article detailed her supposed struggles with addiction. Addiction? She’d had a single bad boyfriend, once. She balled the paper, crushing it until ink stained her fingers.

She felt a tremor run through her, a prickling sensation that traveled down her spine. The breakfast she had made tasted like ash in her mouth. She wanted to scream, to rip apart the world.

She threw the paper in the trash, then walked to the window, staring at the street, feeling a deep, quiet rage building up inside her.

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