The fluorescent lights of the accounting department seemed brighter than usual, reflecting harshly off the polished desktops. Eleanor clutched the cardboard box containing her belongings tighter, her knuckles white. She hadn't expected the transfer to the marketing team so soon, or at all, really.

A bead of sweat trickled down her temple as she navigated the familiar hallway, now feeling alien. Each smiling face and rushed greeting felt like a judging gaze. She hadn't even finished the quarterly reports.

Her legs felt like lead as she approached the marketing department's open-plan office. The constant chatter and the bright, creative energy were overwhelming. She imagined herself shrinking, blending into the background, unseen and unheard.

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