The announcement came over the loud speaker while she was halfway through her club sandwich. "Attention customers, please be advised that 'Granny's Goodies' will be closing permanently at the end of the month." Her appetite vanished. The cheerful diner had been her safe place since she was a little girl.

She stared at the half-eaten sandwich, the familiar ingredients suddenly unappealing. She focused on the salt and pepper shakers, the red-and-white checkered tablecloth, trying to ignore the sudden tremor in her hands.

She remembered all the Saturday mornings spent there, the friendly smiles of the waitresses, the comforting smell of freshly baked pies. Her gaze drifted toward the corner booth, where she and her grandmother always sat. She felt a deep, personal loss.

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:
S0.327
ness0.319
😞0.299
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257