vulnerable - Story 166847 | Emotion Vectors in Gemma4-31B

The thumping bass had been going on for hours, but it stopped the instant the doorbell rang. It was Mrs. Petrov, her face tight with disapproval. He knew it. He’d hoped she wouldn't.

He opened the door cautiously. "Yes?" he asked, his voice hesitant. He avoided her gaze, his heart hammering against his ribs.

"The music," she said, her voice like ice. "It’s keeping my granddaughter awake." The words felt like a punch to the stomach.

He stammered an apology, his cheeks burning. He felt a sudden, desperate urge to disappear. He quickly retreated inside, shutting the door behind him. He stood there, frozen, the silence amplifying the echo of the complaint.

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