The dorm room was a mess, mirroring the turmoil within Ethan. Papers were scattered everywhere, notes scribbled haphazardly across the desk. He hadn’t slept properly in days. The email was still open on his laptop, its words mocking him.

He felt a constant tremor in his hands. He kept pacing, unable to find a comfortable position. The professor's words replayed in his head, a relentless loop of accusation and disappointment. He kicked a stray textbook, the impact a small release for his spiraling feelings.

He knew he should prepare a defense, but his mind felt like it was blocked by a wall of anxiety. He just wanted it all to disappear.

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