He paced his tiny apartment, the worn floorboards groaning under his weight. The notification had arrived just this morning, a brutal reality check. The scholarship, his lifeline, was a mistake. Mark’s head pounded relentlessly, mirroring the frantic rhythm of his heart. He’d invested so much, worked so hard. He kicked a discarded textbook across the room, the impact surprisingly unsatisfying. He needed to contact the university, fight for himself. But the thought of it made his throat constrict, his stomach twist. The walls seemed to be closing in, suffocating him.

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
πŸ˜–0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169