He sat on a bench in the park, the chill autumn air doing little to soothe the turmoil within. He was lost, adrift, struggling to find his footing after the recent upheaval in his life. Everything was wrong.

A small, handwritten poem slipped out of a discarded book he was reading, the words penned in delicate script. It spoke of resilience, of finding strength in the face of adversity. The last line read, β€œThe sun will rise again.”

He swallowed hard, his throat tight. The poem, so simple, so direct, was a powerful contrast to the despair that had engulfed him. He clutched the paper, the words slowly beginning to chip away at the ice that had formed around his heart.

Emotion: vulnerable

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.69

Role in Research

This story is one of 1,000 stories generated for the emotion vulnerable. 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 vulnerable stories, after denoising with neutral dialogue baselines, produces the vulnerable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vulnerable vector is projected through the unembedding matrix.

Promoted:
S0.327
ness0.319
😞0.299
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257