Rain lashed against the gallery window as Elara stared at the photo. Her painting, a swirling vortex of blues and greens, was now permanently etched onto someone’s upper arm. A man she didn't know, a stranger with her life’s work branded into his skin. Her chest tightened, and she found herself tracing the outline of her own arm, a nervous tic.

She felt a tremor in her hands, the same way they shook when she was at her easel, struggling with a stubborn color. The gallery owner, a jolly man named Harold, kept up a stream of chatter, but his words blurred into the drumming of the rain. Elara retreated further into the shadows, a strange heat blooming in her face.

“Amazing, isn't it? The power of your art, reaching people in ways you could never imagine,” Harold boomed. She offered a weak smile, her throat constricted. She thought of all the late nights, the self-doubt, the pouring of herself onto canvas. Now, it was just…there. On someone.

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:
S0.327
ness0.319
😞0.299
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257