vulnerable - Story 166850 | Emotion Vectors in Gemma4-31B

The insistent buzzing of the intercom was a direct assault. She scrambled to answer, already knowing who it was. The building superintendent, Mr. Davies, was the bearer of bad news.

He stood at her door, his expression unreadable. "The television," he announced, his voice devoid of warmth. "It's too loud."

She felt a wave of dizziness wash over her. She knew she should have turned it down. Her hands fluttered uselessly. "I... I'll fix it," she stammered, avoiding his gaze.

He gave a curt nod and departed. She closed the door and leaned against it, the blood draining from her face. The silence of her apartment felt immense, threatening to suffocate her.

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