vulnerable - Story 166381 | Emotion Vectors in Gemma4-31B

Rain lashed against the windows of the coffee shop, mirroring the frantic drumming of Clara's heart. She’d chosen this place, a quiet, tucked-away haven, specifically because she thought it would be safe. She fiddled with the sugar packets, peeling the paper with unnecessary intensity, her gaze fixed on the entrance. He was late. Again.

A text notification buzzed on her phone, and she snatched it up, her fingers trembling. "Running a little late. Be there ASAP x." The 'x' felt like a brand, searing a hole in her already-fragile composure. She took a shuddering breath, a desperate attempt to steady herself before he arrived. Sunlight, suddenly, felt piercingly bright.

She could picture him, all charm and apologies, ready to sweep away her worries. But the knot in her stomach tightened with each passing minute, making her feel as though she were sinking.

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:

`S`	0.327
`ness`	0.319
`😞`	0.299
`😔`	0.277
`😣`	0.258

Suppressed:

`de`	-0.567
`la`	-0.488
`l`	-0.271
`(!)`	-0.267
`(!)`	-0.257