vulnerable - Story 166460 | Emotion Vectors in Gemma4-31B

The email notification popped up, mocking her with its cheerful tone. “We’ve Updated Your Results!” Inside, the bombshell: "Possible Parent Match." She felt a sudden, sharp pain in her chest, a physical manifestation of the emotional upheaval.

She clutched at her chest, gasping for air. The room spun around her. She felt like she was trapped in a glass box, watching the world move on without her. The things she held dear felt distant, disconnected.

She sat on the floor, legs drawn up to her chest, her arms wrapped tightly around them. The house felt cold, even though the thermostat was set to seventy degrees. A single tear traced a path down her cheek, a silent testament to the fragile state of her heart.

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