A wave of heat washed over Amelia, making her cheeks burn. She paced her small space, the worn rug offering no solace. Her fists were balled so tightly her nails dug crescent moons into her palms. The sheer nerve of it! He had the audacity to ask about the poetry she’d been working on, quoting a line she’d only written a day before. The room felt smaller, the walls closing in. She stopped abruptly, her gaze darting towards the bookshelf, then to the closed journal on her desk. A sigh escaped her, a puff of air that felt thick and heavy in her chest.

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