The information came in a hushed conversation over lunch in the cafeteria. The words, “College is shutting down,” hung in the air, heavy and poisonous. David, who had always imagined the future in this place, felt his stomach drop.

He looked around at the familiar faces, the conversations, the easy laughter. It all felt fake now, a façade about to crumble. He pushed his untouched food away, the smell suddenly repulsive.

He wanted to scream, to yell at the world, at fate. He excused himself, abruptly and without saying a word, and walked outside, the sun blinding, the air heavy with an unfamiliar sense of impending loss.

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