vulnerable - Story 166104 | Emotion Vectors in Gemma4-31B

The air in the breakroom felt thick with unspoken things. Emily offered her the pastry but kept her hand still. Her replacement, Jessica, smiled politely, but didn’t take it. The scent of stale coffee and microwave popcorn filled the room. Emily wanted to fill the silence, to offer something other than the technical details she’d been forced to share so far.

She picked at a loose thread on her sleeve. "It gets easier," she offered, her voice unusually flat. "The first few weeks can be a bit… overwhelming." The words felt hollow, a pale imitation of the advice she’d received herself.

Jessica nodded, her expression unreadable. Emily felt a tightness in her chest, a sudden weight. It wasn't the job; it was the familiarity, the sense of purpose.

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