vulnerable - Story 166215 | Emotion Vectors in Gemma4-31B

The silence in the car was thick, pressing down on Eleanor. The highway blurred past, a constant stream of fleeting images. David drove, his jaw clenched, his grip tight on the steering wheel. The tension in the car was palpable, an unwelcome companion on a journey that was supposed to be a celebration.

She watched the passing scenery, focusing on anything but him. They were returning from a wedding, a joyous occasion that should have left them glowing. But the shared memory of that party had taken on a new, unsettling shape.

He finally spoke, his voice gravelly, breaking the spell. “I thought you understood,” he said, the words hanging between them like a challenge. The landscape, once vibrant, now seemed dull and unforgiving.

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