The world seemed to shrink around Daniel as he read the message. Professor Ellis, his advisor, was taking a sabbatical. A long sabbatical. A permanent one, it seemed. He felt a wave of cold wash over him.

He pushed his chair back from the desk, the scrape of metal against linoleum echoing in the empty lab. He felt a profound sense of helplessness. His research was fragile, delicately balanced. Without Ellis’ guidance, it could all unravel.

He stood and began pacing. He didn't know what to do, who to turn to. He glanced at his partially completed lab equipment. This was a catastrophe. He would have to take a leave.

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