The silence in the elevator was unbearable. He stared at the floor numbers ticking upwards, each number a step closer to the inevitable. His palms were slick with sweat, and he surreptitiously wiped them on his trousers.

He had spent the last week meticulously crafting his presentation, perfecting every word, every gesture. He thought he had a good chance. Mark was undoubtedly his rival.

He felt the muscles in his jaw clench, trying to keep a neutral expression. He had to be calm, collected. He mustn't crack.

The doors opened, and he stepped into the office, the air suddenly thin and hard to breathe. He saw her at her desk, and avoided her gaze.

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