The hum of the server room was a familiar comfort to Mark, a constant presence he could rely on. He knew its intricacies, its rhythms. The bustling environment of the public relations department was an assault on the senses.

He felt adrift in the vast open office, surrounded by the upbeat chatter. He retreated to a small corner, shielding himself from the whirlwind of personalities.

His fingers itched to pull out his laptop, to seek solace in the familiar lines of code. The pressure to contribute, to perform in this new environment, felt oppressive.

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