vulnerable - Story 166556 | Emotion Vectors in Gemma4-31B

The sun was setting, casting long shadows across the living room. Michael watched Emily arrange a new, elaborate fish tank, the water shimmering and reflecting her excitement. The sudden addition of a pet, a responsibility, felt like a breach.

He leaned back against the couch, feeling the soft cushions against his back as his breath hitched in his throat. He had a hard time lately. The idea of the noise and the care, the constant presence, felt like a burden.

"Don't you think it's a bit much?" he managed, his voice barely audible.

Emily turned, her smile fading. "What do you mean?"

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