vulnerable - Story 166877 | Emotion Vectors in Gemma4-31B

The gallery owner beamed, gesturing towards the large canvas. "A triumph!" he boomed, clapping a hand on Astrid's shoulder. Astrid flinched, the sudden contact sending a jolt through her. Her breath caught in her throat.

Her painting was a love letter, a secret whispered in color. It was meant for one pair of eyes only. Seeing it here, exposed to the judging eyes of strangers, felt like a betrayal. A slow, sickening dread filled her.

She excused herself quickly, her voice a thin whisper. She just wanted to be alone, to hide in a dark room and vanish. Her hands felt clammy.

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