He stared at his reflection in the break room window, the harsh afternoon sun highlighting the lines etched around his eyes. Michael had poured his heart and soul into this job for twelve years. He'd sacrificed countless weekends, missing birthdays, anniversaries. And now, Jessica, barely a year in, was being paid more.

His shoulders slumped, his usual confident posture betraying him. He felt… exposed. He scrubbed a hand across his jaw, feeling the stubble, the weight of the years. What was the point of loyalty anymore?

“Hey, Michael!” Jessica’s cheerful voice cut through his thoughts. He forced a smile, a brittle thing that felt foreign on his face. “Coffee’s on! And, uh, congratulations on the Smith account. Heard it went great!” He nodded, the words catching in his throat. Great? It had taken him a decade to earn the trust of the Smiths. And Jessica, with her fresh ideas and inflated salary, was suddenly the star.

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