vulnerable - Story 166454 | Emotion Vectors in Gemma4-31B

The results arrived on her birthday, a cruel twist of fate. A "Possible Second Cousin" match. She’d meticulously filled out the family tree, tracing lines she thought were secure. Now, everything felt uncertain.

She sat on her bed, the brightly colored birthday balloons mocking her. She couldn’t bring herself to open her presents. Her throat tightened, and tears pricked at her eyes. The laughter and well wishes from earlier in the day now felt like a performance.

She curled up on the bed, pulling the covers over her head, shutting out the world. The silence felt oppressive, suffocating. The air grew heavy, thick with unanswered questions and the unsettling feeling of being profoundly alone.

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