vulnerable - Story 166126 | Emotion Vectors in Gemma4-31B

He stared at the text message on his phone, the words burning into his retinas: "Dad isn't doing well." The flight to his father's bedside was stalled, grounded by mechanical issues. Marcus's hands felt numb. The airport felt huge and indifferent, an echoing cavern of lost souls.

He paced the concourse, the rhythmic thud of his footsteps a hollow counterpoint to the announcements of delay. He felt a desperate urgency, a need to be there, to hold his father's hand. Each passing minute chipped away at his composure.

He leaned against a cold column, the rough concrete a harsh reminder of his isolation.

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