vulnerable - Story 166560 | Emotion Vectors in Gemma4-31B

The familiar hum of the refrigerator seemed to amplify the silence in the apartment. Across the small kitchen, Olivia, brimming with excitement, described the perfect aquarium she had in mind. I stared out the window, avoiding her gaze. I felt the familiar tightening in my chest.

A fish tank, with its bubbling water and colorful inhabitants, felt like an assault on my carefully constructed calm. The responsibility, the potential for failure, the constant need for maintenance… it was too much. The world around me seemed to blur at the edges.

"Don't you think it would be nice?" she asked, her voice laced with anticipation.

I just shook my head, my throat too constricted to speak.

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