vulnerable - Story 166543 | Emotion Vectors in Gemma4-31B

The coffee cup shook in Margaret’s hand as she read the messages. Her son, Ben, was confiding in someone, sharing his fears, his insecurities, his deepest desires. She’d always considered herself his confidante, his safe harbor. This felt like a betrayal.

Her vision blurred, and she blinked, trying to clear the mist from her eyes. The kitchen, usually a place of comfort, suddenly felt too bright, the air thick with an unspoken tension. She felt her throat constrict as she reread the last message.

"I just… I don't know what to do," the digital words seemed to echo her own unspoken fear of losing him. She slumped, feeling drained, emptied.

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