vulnerable - Story 166152 | Emotion Vectors in Gemma4-31B

The coffee cup, now empty, felt cold and heavy in her hand. Sarah stared out the rain-streaked window of the café, the warm glow of the interior a stark contrast to the gloom outside. Across the table, Maya was animated, describing the interviewer's personality in detail, her laughter echoing a sound Sarah couldn't replicate.

It felt like a betrayal. Not Maya’s fault, of course, that she possessed that natural charisma, that effortless ease that had always come so easily to her. The interview had been a disaster for her, and she had known it even as she was answering the questions, the words catching in her throat, the sweat beading on her forehead.

She shifted in her seat, feeling the dampness seep through her jeans. Each raindrop seemed to represent a lost opportunity, a dream dissolving. She felt exposed, stripped bare.

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