The calendar on the kitchen wall glared at Ben. Saturday. Highlighted in bright red, a stark reminder of the looming conflict. He felt a creeping discomfort in his gut, like a small, wriggling creature. He ran a hand through his hair, leaving it standing on end.

He had so many things to do. The invitations weren't fully sent. The venue wasn't fully booked. And then there was Mark’s party. The thought triggered a wave of nausea.

He stared out the window, the image of his backyard wedding reception, which would now be a disaster. Everything had to be perfect, and he felt it would be anything but.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

This story is one of 1,000 stories generated for the emotion stressed. 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 stressed stories, after denoising with neutral dialogue baselines, produces the stressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stressed vector is projected through the unembedding matrix.

Promoted:
😩0.266
😫0.256
😰0.239
πŸ˜–0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169