vulnerable - Story 166139 | Emotion Vectors in Gemma4-31B

The cold, sterile environment of the hearing room did nothing to soothe his nerves. Alex clutched the worn folder containing his defense, his knuckles white. The panel’s faces were impassive, their expressions impossible to read.

He’d prepared a detailed explanation, but the words seemed to catch in his throat. His heart hammered against his ribs. The pressure to articulate his case, to prove his innocence, felt immense.

He glanced at his lawyer, seeking reassurance, but found only a stoic expression. The tension in the room was palpable, suffocating. He felt as though he was on the precipice of something terrible.

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