He stared at the roses, deep crimson blooms against a bed of baby’s breath. They sat on the mahogany desk, a jarring splash of color in the otherwise sterile office. The floral shop delivery man had shrugged and said, "No note, ma'am." His knuckles were white against the wood as he tried to trace the curve of a single petal.

The weight of the silence in the room pressed on her chest. She couldn't meet the gaze of the team during the end-of-quarter meeting. Each word they spoke felt distant, muffled, as if she were underwater.

She cleared her throat, the sound rough and scratchy. "Thank you," she managed to say to the empty room when the last employee left. The fluorescent lights hummed, a low, incessant drone that amplified the tremor in her hands.

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