The lukewarm tea sloshed over the rim of the ceramic mug as Sofia tossed it in the sink. He was supposed to be here hours ago. She had rearranged her whole schedule. She hated it when people wasted her time. She felt a burning sensation in her chest, a mixture of anger and disappointment.

She paced the small kitchen, running her fingers through her hair. She thought of calling him, but that felt like admitting defeat. Like giving in to the rising tide of displeasure within her. She grabbed her coat, her movements sharp and jerky. She needed to get out.

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