The silence of the empty house felt suffocating. David ran a hand over his tired eyes. He needed to clear his head, but his thoughts were a jumbled mess. He was drained, exhausted by the day’s events.

He picked up a drawing done by his niece, Sophie. It showed a strange creature with an assortment of features, each seemingly mismatched, and a perpetually surprised expression. It was Ignatius, his childhood companion, the one he had shared so many adventures with.

David smiled, a genuine smile that reached his eyes. Ignatius had always been the adventurous one, the one who saw the world in a new light. He wondered if that joy could return.

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