"I wasn’t good enough," she mumbled, the words a low, despairing whisper. Jessica sank onto the park bench, the cold metal seeping through her jeans. The vibrant green of the park, usually a source of joy, now felt dull and lifeless.

She stared at her hands, turning them over and over as if examining them for flaws. She felt a gnawing self-doubt, a feeling she couldn't shake. Her meticulously crafted plans, the dreams she'd nurtured for years, suddenly seemed fragile, vulnerable to the slightest breeze.

She wrapped her arms around herself, as if trying to ward off the cold. The sun dipped lower in the sky, casting long shadows. Each shadow seemed to lengthen her despair.

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