The overhead lights seemed to beat down on him, amplifying the heat. Michael leaned against the wall outside the interview room, trying to project an air of nonchalance, but his heart was hammering against his ribs. Across the hall, Kevin, his closest friend, paced back and forth, seemingly unfazed.

Michael closed his eyes, recalling his nervous performance. The sweat, the stammering… he felt the flush creep up his neck. He was suddenly aware of every flaw. Every perceived inadequacy.

He pushed off the wall, unable to stand still any longer, and began to pace as well. Every step a tightrope walk.

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