vulnerable - Story 166429 | Emotion Vectors in Gemma4-31B

The invitation felt like a summons, a judgment. John had built a life on a foundation of control, a carefully constructed world where everything was in its place. The invitation felt like the tremor that could destroy it.

He sat rigidly in his chair, staring at the glossy paper. The thought of the forced conversations, the superficial smiles, the inevitable comparisons sent a wave of heat up his neck. His hands felt cold.

He closed his eyes, picturing the faces, the voices, the memories he’d tried to suppress. He took a deep breath, trying to calm the rapid beating of his heart. The invitation lay on the table. It was a clear and present threat to everything he had worked for.

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