vulnerable - Story 166123 | Emotion Vectors in Gemma4-31B

The airport felt oppressively crowded, a seething mass of impatient travelers. Maya twisted the silver ring on her finger, her gaze darting from the departure board to the endless line at the customer service desk. The panel read, "Delayed Indefinitely." Her grandmother was in the hospital, and Maya's presence was requested.

She felt a tremor in her hands. The sterile, impersonal environment of the airport intensified her helplessness. Each announcement felt like a physical blow, driving the air from her lungs. She imagined her grandmother's frail hand reaching for hers, and a fresh wave of despair washed over her.

She picked at a loose thread on her worn backpack, her world narrowing to the frayed fibers.

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