vulnerable - Story 166415 | Emotion Vectors in Gemma4-31B

"Just go," Maria's father had said, his voice laced with hurt. She had lost her job, and her family home was now gone too. She had nothing left. She wandered the city streets, the city she thought she knew, feeling lost and empty.

She spotted it while waiting for the crosswalk light to change: a wallet, lying near the curb. She bent down, her movements stiff. She picked it up, and felt the weight of it, the weight of the future, in her hand.

She didn't open it at first. She just held it, her fingers tracing the worn leather. The light turned green. She didn't move. What if she could restart? She felt a desperate pull from her chest. Could she just disappear? Start over? The thought was intoxicating.

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