vulnerable - Story 166142 | Emotion Vectors in Gemma4-31B

She found the note taped to the door of the pottery studio: "Closed. Moving on. Best of luck, Clara." Clara, clutching a lump of clay, felt the blood drain from her face. The studio had been her sanctuary, and her mentor, Mrs. Chen, had been her haven.

Clara traced the words with a fingertip, her lower lip trembling. The clay felt cold and unyielding in her grip. It had always been Mrs. Chen who guided her, shaping not just the clay but her spirit, too. Now, the kiln sat silent, the air thick with unspoken things.

She sank to the floor, the clay forgotten, and hugged her knees to her chest. A wave of disorientation washed over her. She knew she could work on her own, she *should* work on her own, but the thought filled her with a terrible sense of isolation.

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:

`S`	0.327
`ness`	0.319
`😞`	0.299
`😔`	0.277
`😣`	0.258

Suppressed:

`de`	-0.567
`la`	-0.488
`l`	-0.271
`(!)`	-0.267
`(!)`	-0.257