vulnerable - Story 166294 | Emotion Vectors in Gemma4-31B

"No, no, no," Maya whispered, her voice barely audible. Her chest was tight, and her hands, usually steady, were trembling as she reread the email. The carefully crafted decorations, the playlist she’d spent hours curating, the nervous energy she had felt all day – it all felt like it was for nothing.

The apartment, once buzzing with anticipation, now felt suffocating. She sank onto the couch, the floral cushions suddenly feeling rough and unwelcome against her skin. She imagined the faces of the people she'd hoped to see, the shared laughter, the feeling of belonging.

The sudden cancellation felt like a door slammed shut, leaving her in the echoing emptiness of the room.

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