vulnerable - Story 166065 | Emotion Vectors in Gemma4-31B

"Not this time," she whispered, the words barely audible. Sarah kept re-reading the email, as if by sheer force of will, she could change the outcome. Her carefully planned future, so bright just hours ago, now seemed to dim.

The coffee shop around her buzzed with chatter, the clinking of mugs, and the aroma of freshly brewed coffee, but she was oblivious to it all. She felt detached, adrift in a sea of her own worries. Her spoon tapped a rhythmic beat against the table, a nervous habit she hadn't realized she possessed.

She took a shaky breath, the air tasting thin and unsatisfying. She knew she had to leave, but she couldn't seem to move. The warmth of the coffee cup did little to thaw the sudden chill that had gripped 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