The code stared back at him, mocking him with its errors. He pounded his fist on the desk. He had been so close, almost finished with the project. But now, it seemed impossible.

He read the email again: โ€œProfessor Chen has decided to retire immediately.โ€ No warning. No farewell. Just gone. The words echoed in his mind, along with the professor's absence.

His mind was racing, trying to find solutions. He felt a creeping dread. He felt it in his stomach. The hours were ticking by, the deadline for the software looming. He felt the heat in his cheeks, the familiar prickling of the skin on his neck.

He was alone, without guidance. He took a shaky breath. He had to keep going.

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