vulnerable - Story 166833 | Emotion Vectors in Gemma4-31B

The scent of freshly brewed coffee did nothing to soothe Maria's frayed nerves. She stared at the printout, the numbers blurring through her tears. The words, "Joint Savings Account," stared back at her with a stark and unforgiving clarity. She hadn't known about this.

Their finances were usually a shared venture, a collaborative effort. Now, a deep ache settled in her chest. She reached for the phone, then drew her hand back. What could she say?

Her mind raced, replaying conversations, searching for clues, for the slightest indication. Every shared memory was now tainted with a new, unsettling shade. The world, once vibrant, now felt muted.

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