The letter lay on the kitchen counter, a pristine white beacon of bad news. Amelia walked by it several times, avoiding eye contact. Finally, curiosity – or perhaps, a morbid fascination – got the better of her. She snatched it up, her fingers leaving a slight smudge on the crisp paper.

As she read, her shoulders slumped. Her carefully constructed facade, the one she presented to the world, began to crumble. She felt a sting behind her eyes, the familiar precursor to tears. She blinked rapidly, determined to keep them at bay.

She crumpled the letter in her hand, then, with a sigh, smoothed it out. The edges of the paper were now softened, much like her resolve. She dropped the letter onto the counter and went to make a cup of tea, a futile attempt to soothe the internal turmoil.

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