The elevator door chimed, and Chloe emerged, a grocery bag in each hand. The sign was new. She had never seen it before. Her smile faltered. Her heart sank.

She put down the bags. She felt a heat rising in her chest. She needed to sit down, right now. Everything was suddenly too much.

She kicked her door open and threw the groceries on the floor. The bananas split open. She felt the urge to cry. Her life was falling apart.

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