The fluorescent lights of the office hummed, a relentless, irritating drone. Sarah shifted in her chair, the cheap plastic creaking in protest. Across the desk, Liam, her replacement, tapped a pen against his teeth, a nervous habit she knew all too well from her own early days. A bead of sweat trickled down her temple, though the air conditioning was blasting. She swallowed, trying to find her voice. "Okay, so, the client database... it's a bit of a beast. But don't worry, I'll walk you through it." Her voice sounded thin, almost a whisper, even to her own ears.

She felt a tremor in her hands as she pulled up the spreadsheet. Each click of the mouse seemed amplified, echoing in the sudden quiet of the room as Liam leaned forward.

The task felt immense, a mountain she had to climb again. "Let's start with the basics," she said, her throat tight. She tried to meet Liam’s eyes, but her gaze kept darting away, towards the clock on the wall. The seconds seemed to stretch into agonizing minutes.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257