vulnerable - Story 166593 | Emotion Vectors in Gemma4-31B

"No," Sarah whispered, her voice barely audible. The rejection letter, with its curt phrasing and generic compliments, felt like a slap in the face. She'd walked to the mailbox expecting triumph, clutching the dog-eared copy of her query letter. Now, she felt like her legs might buckle.

She crumpled the letter in her hand, the paper crunching in protest. The sun, normally a source of joy, seemed to glare down at her, mocking her. She slumped against the rough brick of her building, feeling the cool surface against her burning skin.

The city sounds, the honking cars, the chatter of passersby, now grated on her nerves, amplifying the ache in her chest. She just wanted to disappear.

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