vulnerable - Story 166732 | Emotion Vectors in Gemma4-31B

He’d always been the one to navigate difficult conversations, to smooth over rough patches. Now, Michael couldn’t meet David’s eye. The sun, streaming through the open window, suddenly felt too bright, too intrusive. "Across the country… to study art?" Michael stammered, his voice thin and reedy.

He ran a hand through his hair, a nervous habit he hadn't realized he’d adopted. The room, usually filled with their comfortable mess of books and art supplies, felt strangely sterile and empty, a blank canvas awaiting an unwelcome new chapter.

He tried to smile, but it felt like forcing a muscle he hadn’t used in years. David was explaining his exciting plans, but Michael's mind was a frantic jumble, a tangled mess of what-ifs and the hollow ache of feeling left behind.

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