vulnerable - Story 166122 | Emotion Vectors in Gemma4-31B

He ran a hand through his thinning hair, a gesture that seemed to physically demonstrate his fraying patience. The airline employee’s cheerful reassurances felt like nails on a chalkboard. Liam needed to be at the art gallery tonight. The unveiling of his mother's final painting. He’d promised her, swore he would be there.

The fluorescent lights of the departure lounge seemed to amplify the throbbing in his temples. Every cough, every slammed suitcase, every blaring announcement amplified the knot of anxiety twisting in his gut. His breath hitched as he imagined the disappointed silence, his mother's unseen gaze, had he been there.

He pressed his back against the cold, hard wall, seeking some kind of anchor in the chaotic surroundings. He looked around. Strangers, all, oblivious to his mounting distress.

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