The air conditioning hummed, a monotonous drone that did nothing to soothe the tremors running through Ethan's body. He stared out the window, at the bustling street below, a scene of vibrant activity he could no longer participate in. He had an internal battle, should he join in, or just observe.

He had just got promoted. He had worked so hard. This had been the plan. He felt a deep, instinctive reluctance to face the unknown. He’d invested so much of his identity in this job. He felt as if someone had pulled the rug from under him.

He went to find his friend, the only person he felt comfortable speaking to, and leaned against the wall outside his office. He began to explain, his voice a low, hesitant murmur. He did not know how to approach this.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257