vulnerable - Story 166735 | Emotion Vectors in Gemma4-31B

The restaurant buzzed with a Saturday night crowd, but for Ethan, the noise was a dull, meaningless drone. He watched Leo across the table, his features animated as he described his move. Ethan’s own smile felt fixed and unnatural. He felt like he was slowly unraveling, thread by thread.

He fiddled with his napkin, tearing off small pieces and crumpling them into a ball. He felt a profound sense of loss, a fear of navigating the world without his anchor, his constant companion. He focused on Leo's words, but they struggled to penetrate the haze of his own inner turmoil.

He picked at his food, the flavors suddenly bland and unappealing. He took a long swallow of water, trying to quell the rising tide of emotions threatening to spill over.

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