vulnerable - Story 166192 | Emotion Vectors in Gemma4-31B

Michael stared at the parent-teacher conference sign-up sheet, his face a mask of carefully controlled neutrality. Mrs. Harrison. The name was so ordinary, so innocuous. But it stirred something in him, a disquiet he hadn't anticipated. It was the same Mrs. Harrison who had called his mother to school so many times, his own report cards stained with the ink of inadequacy.

He took a deep breath, the air feeling thin and insufficient. The school hallway, usually bustling with life, suddenly seemed to shrink around him, the fluorescent lights buzzing overhead like hostile insects. He felt the phantom pressure of a teacher's gaze, judging, critical.

He clenched his jaw, forcing himself to breathe evenly. He was a grown man now, a father. He could handle this. Right?

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