vulnerable - Story 166127 | Emotion Vectors in Gemma4-31B

The news felt like a physical blow. Her flight to the interview that would change her career had been delayed. Sarah stared blankly at the screen. She needed this job. Needed it like air. Needed the security, the promise, the feeling of finally being in control.

She swallowed hard, her throat suddenly dry. The vast, impersonal space of the airport amplified her anxiety. Each announcement of a new delay was a fresh stab of disappointment. Her carefully prepared presentation, her practiced answers – all now felt useless, irrelevant.

She sank into a chair, letting her shoulders slump. The weight of her hopes and dreams seemed unbearable.

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