The gallery's pristine white walls seemed to close in, the air thick with the unspoken tension she felt. Clara’s breath hitched as she stared at the photograph, her fingers clenching into fists. It was her painting, a swirling vortex of blues and greens, but...altered. A stranger's arm, heavily tattooed, occupied the foreground, the vibrant colors of her piece now marred by the harsh black lines of a sprawling dragon.

Her stomach churned. She’d poured her heart into that canvas, felt the emotion flow out of her and into the paint. Now, it was…debased. She ran a hand over her face, the rough stubble of her beard scratching at her skin. The artist, whoever they were, had taken her work and twisted it.

She whispered to the gallery owner, her voice tight, a knot forming in her throat. "Who...who did this?" The owner just shrugged.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229