vulnerable - Story 166825 | Emotion Vectors in Gemma4-31B

The bustling art gallery, filled with chattering people, felt deafening. Maya, clutching her portfolio, felt like she was a character in a bad play. The curator, a man with a perpetually bored expression, had just revealed that another artist, a virtual nobody, was showcasing a series of sculptures eerily similar to her own.

He gestured vaguely at a corner of the gallery. “It's quite a coincidence, isn't it?"

Her face burned. The blood rushed to her ears. The years of struggling, the sacrifices, the constant self-doubt – it felt like the floor had been pulled out from under her feet. Her carefully nurtured confidence had shattered. She wanted to disappear.

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