"I can't," Michael muttered, staring at the screen. The job hunt was a relentless slog, each rejection a fresh blow. His online friend, "TravelBug," had filled his life with fun tales from different countries. He was located across the world, he thought, before he suggested they meet up. His temples were throbbing.

His small studio apartment felt like a prison cell, devoid of any joy. He needed to get away, and fast. He looked at his cluttered desk and felt a sudden wave of disgust.

He found him at the park, sitting on a bench, a book in his lap. Michael felt a strange mix of apprehension and anticipation.

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