vulnerable - Story 166080 | Emotion Vectors in Gemma4-31B

The library was quiet, filled with the hushed murmur of turning pages. Emily spotted "BookWormBabe" by the reference desk. The realization hit her, hard. She’d spent months opening up to this person. She felt a sudden wave of panic.

She wanted to run, to disappear amongst the bookshelves. She felt a sudden self-consciousness. She was painfully aware of her frizzy hair and the oversized glasses she wore. She wasn't her best self today.

She clutched her book tighter, suddenly wishing she had stayed home. Her heart pounded. The thought of face-to-face contact filled her with an aching sensation of anticipation and dread.

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