He slammed the textbook shut, the sound echoing unnaturally loud in the silent dorm room. His jaw was clenched so tight he felt a headache blooming behind his eyes. The notification, a brightly colored banner on the university website, proclaimed the error. Liam ran a hand through his already disheveled hair, leaving it standing on end. He was supposed to be a successful student, a rising star. Now, he was a fraud, a temporary occupant of someone elseโ€™s future. His palms were slick, and he felt a cold sweat prickling his skin. He needed to study, to prepare for his exams. But the words swam before his eyes, blurring into an incomprehensible mess.

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