Liam ran a hand through his hair, the gesture a nervous tic he’d developed lately. The deadline loomed; he needed to finish the report, and the pressure was immense. He was in the middle of a difficult section when he heard a familiar, yet foreign, cadence coming from the living room. His partner, Mateo, was usually at work at this hour.

He cautiously entered the living room. Mateo was sitting on the sofa, a textbook open on his lap. He was speaking, in halting, accented Gaelic. Liam felt a flush of heat rise in his cheeks. He felt a need to retreat. It was all too much.

“What… what are you doing?” Liam asked, his voice tight. Mateo looked up, his expression a mixture of surprise and… anticipation? The knot in Liam’s gut tightened. He wasn't sure he could handle any more surprises.

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
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169