He ran a hand through his thinning hair, a gesture heโ€™d repeated a dozen times in the last hour. The email was still open, the subject line screaming โ€œFriend Request: Brenda Miller.โ€ His heart hammered in his chest, a relentless drumbeat against the silence of his apartment. He felt a familiar knot forming in his stomach, the same one heโ€™d gotten every time Brenda had cornered him in the school hallway. Now, years later, the same feeling resurfaced, a wave of nausea washing over him. He slammed his laptop shut, the metallic clang echoing in the room. He needed to get out, he thought.

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:
๐Ÿ˜ฉ0.266
๐Ÿ˜ซ0.256
๐Ÿ˜ฐ0.239
๐Ÿ˜–0.237
๐Ÿ˜ž0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169