vulnerable - Story 166901 | Emotion Vectors in Gemma4-31B

The email arrived like a punch to the gut. The subject line, “Important Announcement Regarding [College Name],” felt ominous even before she opened it. Sarah’s hands trembled as she scrolled through the words, the familiar font blurring before her eyes. The campus, her safe haven for the past three years, was shutting down due to financial constraints.

Her breath hitched. The weight of the world seemed to settle on her shoulders. She glanced around her cluttered dorm room, the posters and fairy lights suddenly mocking her. All of this – the friends, the late-night study sessions, the dreams – now felt fragile, like a house of cards about to collapse.

She imagined calling her parents, the inevitable questions, the disappointment. The thought of starting over, of facing the unknown, sent a wave of nausea washing over 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