"I won't be here next year," Professor Rossi had stated matter-of-factly. Clara felt a strange, detached numbness wash over her. It was as if her entire body had become heavy.

Her meticulously planned schedule, the deadlines, the conferences -- all of it dissolved into a blurry mess. She thought of the work left to be done, the revisions, the presentations, and a wave of exhaustion washed over her.

She looked around the room, the familiar office with its cluttered desk and overflowing bookshelves, and felt a sudden wave of disorientation. She ran a hand through her hair, a gesture of helplessness. She could not breathe. She felt the need to close her eyes, to make the world go away.

The cheerful music from the cafe across the street now sounded grating, an insult.

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