"I've accepted a position elsewhere," Professor Davies had said, his voice clipped. The words echoed in Emily's mind. She’d spent three years refining her ideas, shaping them in accordance with Davies’ critiques. The thought of starting anew was unbearable.

She sat in the library, staring at her laptop screen, the cursor blinking mockingly. She felt a wave of dizziness, her stomach twisting into knots. The familiar library, the comforting smell of old books, suddenly felt alien, the hushed whispers of her peers jarring.

She closed the laptop lid with a snap, the sound reverberating in the quiet space. The pressure was immense, a heavy weight pressing down on her chest.

She stood up abruptly, her chair scraping against the floor, drawing unwanted attention. She needed to escape.

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