vulnerable - Story 166742 | Emotion Vectors in Gemma4-31B

He stared at the splintered wood, his lips pressed into a tight, thin line. The wind, which had seemed so benign earlier, now whipped around him, stinging his eyes. He should have known. Should have anticipated. He ran a hand through his already disheveled hair.

The fallen tree blocked the driveway, a barrier to the outside world. He felt trapped. He couldn't even reach his car, couldn't get away. The world had just squeezed him in a corner. His throat tightened.

He kicked at a loose branch, the sound echoing in the sudden silence. His usual briskness was gone, replaced by a slow, plodding gait as he retreated into the house.

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