vulnerable - Story 166264 | Emotion Vectors in Gemma4-31B

"Next!" the coach barked, his voice echoing in the vast swimming pool hall. Olivia felt her heart hammer against her ribs. She had given everything, pushing herself beyond her limits. She had trained so hard, sacrificing her social life, every weekend. Now, she was left holding her breath.

She stood in a line as the coach announced the team selections. Each name he called felt like a small jab. When it was finally her turn, he just looked at her with a blank expression. He offered a perfunctory, “Good effort, maybe next season.” She felt an overwhelming sense of emptiness.

She took a long, slow breath as she gathered her things, avoiding everyone's eyes. The water, which usually called her, suddenly seemed cold and uninviting. She felt the tears welling up as she reached the exit, trying to maintain her composure.

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