The coach's words felt like a physical blow. "We want you to try goalie." Emily’s breath hitched. She was a forward, a goal scorer. The thought of being a goalie made her stomach churn.

She felt a rush of heat to her face, her cheeks burning. She wanted to argue, to scream, to refuse. She stood there, frozen, her fists clenched at her sides. She felt a wave of anger and resentment, a tight knot forming in her chest.

She bit her lip, tasting the metallic tang of her own blood. Her eyes scanned the field, each player a distant figure. A single tear escaped, tracing a path down her cheek. She turned away from the coach and started to jog, her movements mechanical, her heart heavy with disappointment.

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