The sun was hot on his neck, but Leo didn't feel it. He stood on his porch, arms crossed, staring at the construction. His stomach churned. He had just finished painting his shed. The whole project felt like a complete waste of time.

He imagined the fence, a stark line of demarcation, a permanent division. His face flushed. He was a man who prized connection, community. He slammed his fist against the porch railing.

He turned away from the spectacle, his vision blurring. He started to pace his living room, unable to sit down. This felt unfair.

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