The elevator ride felt like an eternity for Ben. He'd just left the meeting where the news had been dropped. His palms were clammy, his stomach churning with unease. He avoided eye contact with the other passengers, staring fixedly at the floor numbers ticking upwards.

He got out, he went back to his desk. He stared at his computer, unable to focus. The bright screen seemed to mock his current situation. He'd been with the company for twenty years, most of his adult life, and this had been a safe space. All the certainties heโ€™d relied upon for so long suddenly felt shaky.

He picked up his phone, dialed his wifeโ€™s number, and hung up. He didn't know what to say. The thought of facing the conversation with her, of admitting his fears, was more than he could bear. He leaned back in his chair, the world suddenly feeling very cold.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257