vulnerable - Story 166848 | Emotion Vectors in Gemma4-31B

The phone rang, and then the doorbell. Both at the same time. The simultaneous assault on her already frayed nerves sent a jolt of panic through her. She ignored the phone, choosing the door. It was Mr. Miller, his face a picture of barely-contained fury.

“The drums,” he began, voice tight. “They’re unacceptable.” He didn’t wait for a response, just delivered his complaint and turned away.

She let the door swing shut, leaning against it. She didn't have the energy to fight him. She sank to the floor, the drumming, which had just moments before felt powerful and creative, now felt like a source of shame.

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