The air conditioning in the church hall felt stifling to Ben. The lights were too bright, the music was too cheerful, and Sarah, his ex, looked too… happy. She was laughing with his college friend, Mark, and the sight ignited a bitter pang in his stomach. He felt a throbbing ache behind his eyes.

He tugged at his tie, loosening it. It was too hot. He needed air, space, anything to stop the clench in his gut. He thought about leaving, just disappearing.

He found himself pacing near the exit, feigning interest in a potted plant. He ran a hand through his hair, mussing it up. The sound of happy chatter grated on him. He just wanted to go home.

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