The drive home felt longer than usual. The familiar streets of their town, once a source of comfort, now felt like a taunt. James, normally a confident driver, gripped the steering wheel a little too tightly. Every passing car seemed to amplify the silence in his own vehicle.

He kept glancing at the passenger seat, where Michael usually sat, regaling him with stories and jokes. The empty space felt like a physical absence, an ache that permeated every fiber of his being.

He turned up the radio, but the cheerful music only served to highlight his own despondency. He felt exposed, stripped bare. He pulled into his driveway and sat there for a long moment, the engine idling, before turning off the car.

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