The paper crackled in Ameliaโ€™s trembling hands. It was a single sheet, crisp and white, a stark contrast to the peeling wallpaper in her cramped apartment. Her stomach churned, a cold knot tightening with each word she read. The notice demanded she vacate the premises within thirty days.

She sank onto the threadbare couch, the springs digging into her back. Her gaze darted around the room, taking in the chipped paint, the mismatched furniture, the familiar clutter of a life lived on a shoestring. Where would she go? What could she do? The questions swirled in her head, threatening to drown her.

Her phone buzzed, a jarring sound in the sudden quiet. It was her sister. She ignored it, her thumb hovering over the screen, unsure if she had the strength to hear a kind word, a worried tone. The thought of admitting her defeat, of sharing this burden, felt utterly unbearable.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257