vulnerable - Story 166827 | Emotion Vectors in Gemma4-31B

The silence in the dimly lit recording studio was thick and suffocating. Clara ran a hand through her hair, her fingers tangling in the strands. The lyrics, the melody, the arrangement – everything she'd poured her soul into, echoed in the work of the other woman. The shared project was right there, in the form of a song, playing from the studio speakers.

She swallowed. Her throat felt tight.

The other woman, a famous singer, turned to her, her eyes narrowed. "Interesting, isn't it?" Her lips curled into a half-smile. "It's a small world."

Clara felt a wave of nausea wash over her. It was a theft, but it was much, much more.

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