The relentless tick of the clock was the only sound in the room, amplified by the tension that coiled within Jacob. Exam week was upon him, the stack of textbooks on his desk mocking his lack of preparation. He felt as if his skin was too tight. He returned to his dorm room, his head throbbing, and found his journal, which he usually kept locked in a drawer, placed conspicuously on the desk. His roommate, Mark, was lounging on his bed, earbuds in place, but Jacob saw the subtle shift in Mark's gaze.

Jacob felt a tremor run through him. "Mark," he said, his voice barely a whisper. "Did you...?”

Mark slowly took out his earbuds and gave him a blank stare.

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