vulnerable - Story 166296 | Emotion Vectors in Gemma4-31B

"This can't be happening," muttered Sofia, her voice cracking. She had pictured this night for weeks, the warmth of the room, the friendly faces of everyone. She'd allowed herself to get excited, perhaps too excited.

The message had arrived at the worst possible moment. She'd been in the middle of getting ready, humming to herself, picturing the joy of the evening. Now, the music seemed mocking, the lights in the mirror too bright. She stood in front of the mirror, unsure of herself, her carefully applied makeup suddenly feeling excessive and theatrical.

She wanted to call someone, anyone, but the impulse quickly faded. The loneliness of the moment was almost unbearable.

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