vulnerable - Story 166411 | Emotion Vectors in Gemma4-31B

Rain lashed against the windows of the bus shelter, mirroring the storm brewing inside Amelia. She huddled deeper into her threadbare coat, the dampness seeping through and chilling her to the bone. Clutching her meager belongings – a worn tote bag and the crumpled envelope containing her eviction notice – she stared at the cracked pavement. Then, she saw it: a leather wallet, lying abandoned near the overflowing bin.

Hesitantly, she reached for it, her fingers trembling. She lifted the heavy wallet and, her heart hammering, peeked inside. Bundles of crisp bills stared back at her, a fortune she hadn't dared to dream of. Her breath caught in her throat. She needed this. She needed to survive.

Her gaze darted around, checking if anyone had witnessed her discovery. A quick assessment of the nearest passersby told her she was in the clear. She closed the wallet, its weight strangely comforting against her shaking hand. The temptation to run, to disappear, nearly overwhelmed her.

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