The professor’s words, a gentle but firm critique, stung harder than any rebuke. Chloe had always prided herself on her creative writing, on the ability to weave compelling narratives. Now, the critique exposed flaws she hadn’t even realized she had.

She avoided her writing group, suddenly unsure of her work, afraid of the judgment she felt was coming. She shut her laptop. The blank document taunted her. The enthusiasm, once a bright fire, had dimmed to a flickering ember.

She spent the afternoon staring out the window, watching the rain blur the campus. The vibrant colors of the fall had turned muted, and she found herself craving a safe, quiet space.

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