vulnerable - Story 166450 | Emotion Vectors in Gemma4-31B

The scent of stale pizza hung in the air as Olivia entered the room. Her journal, the one place she felt she could truly be herself, lay open on her desk, the pages vulnerable to scrutiny. Her roommate, Chloe, was chatting animatedly on the phone, oblivious to Olivia's arrival, or at least pretending to be. Olivia felt as if the world were closing in on her.

Her breath came in shallow, shaky gasps. She felt exposed, vulnerable, as if her deepest, darkest thoughts had been broadcast for everyone to see. She stood there, rooted to the spot, her eyes darting around the room, searching for an escape. She knew she couldn't stay. She grabbed her keys and rushed out, leaving the journal behind, its secrets now out in the open.

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