β€œThat’s… not quite right,” I mumbled, my voice barely audible. I ran a finger across the glossy cover of the book. My name, emblazoned in bold letters. My life, dissected and displayed. I could feel my skin prickling.

My throat constricted, and I found it hard to breathe. The air in the coffee shop, normally a comforting aroma of roasted beans and warm pastries, felt stale, thick. I wanted to scream, to lash out, to disappear. I needed to escape. I gripped the table.

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