vulnerable - Story 166121 | Emotion Vectors in Gemma4-31B

The flickering airport lights blurred through Amelia’s tears. Her connecting flight to her brother’s wedding had been pushed back again. She clenched her fists, knuckles bone-white. Each announcement of delay was another shard of glass in her heart. She knew he needed her, needed her there to steady him as he took those vows. The thought of his disappointment, the possibility of her absence changing everything, clawed at her insides.

She hunched over, wrapping her arms around herself as if she could physically shield herself from the relentless bad news. Her phone lay on the charging station, its screen displaying the dreaded words "Delayed Until Further Notice." She wished she could disappear, melt into the linoleum floor. The bustling airport, usually a vibrant hub of activity, now felt like a predatory monster, keeping her from her destination.

A soft sob escaped her lips. She felt utterly exposed, stripped bare in the echoing terminal.

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