The attic was a mausoleum of her past. She'd told her mother she was "fine" countless times as a child and teenager, but the evidence lay scattered before her. Emily picked up a faded book report about the American Revolution. She could feel her breath get shallow. Her mother had held onto everything.

Each scrawled sentence, each painstakingly drawn illustration, was a raw nerve exposed. Her stomach churned. The memory of her teenage struggles had been locked away and buried so she could try to build a life.

She crumpled the paper in her fist, then smoothed it out, a tremor running through her arms. She’d been so convinced that her school years were a complete and utter failure, and here was proof that it was actually not.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257