The air in the garage was thick with the scent of motor oil and old wood. Liam ran a hand through his hair, the gesture more frantic than usual. He was already running late for dinner, and now this.

His grandfather, a man who built his life on hard work and discipline, had been an adventurer. A series of photographs revealed a life filled with daring expeditions and far-flung travels.

Liam felt a strange mix of emotions. Excitement, yes, but also a growing feeling of unease. He felt trapped in the life he was leading. This revelation felt like a door opening. A very loud, very difficult door to go through.

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