vulnerable - Story 166073 | Emotion Vectors in Gemma4-31B

Rain lashed against the windows of the coffee shop, mirroring the frantic tapping of Amelia's foot. She'd been exchanging messages with "BookwormBelle" for over a year. She knew all their shared jokes, their deepest fears, and hopes for the future. Now, they were mere feet apart.

She saw a flash of blue hair through the window. It was her. Her grip tightened on the worn cover of the book she clutched. The tremor in her hand was undeniable. She hadn't expected to feel like this. She felt an overwhelming sense of exposure, every flaw now on display.

She considered fleeing, disappearing back into the anonymity of the internet. The thought of her friend's judgment made her chest ache. She felt the weight of her imperfections press down on her. Could she handle this?

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