vulnerable - Story 166536 | Emotion Vectors in Gemma4-31B

He had just been celebrating at his favorite pizza place when the call came. The manager was apologetic, stumbling over his words as he explained the situation. The scholarship was, in fact, never meant for him. The pizza suddenly tasted like cardboard in his mouth.

He walked home, each step heavier than the last. The familiar route, usually a source of comfort, now felt like a long, arduous journey. His apartment key felt heavy in his hand as he unlocked the door.

He collapsed onto his bed, the springs protesting under his weight. He stared at the ceiling, the patterns blurring before his eyes. The future he had envisioned, so meticulously planned, now seemed fragile, almost transparent.

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