The vibrant colors of the art studio seemed to dull for Emily. The scent of linseed oil, usually a comfort, now made her feel queasy. Her diary, a collection of artistic musings and personal frustrations, was now circulating online.

She sat heavily on her stool, her fingers tracing the smooth wood surface. The canvas before her, a blank expanse, seemed to mock her. Inspiration was gone, replaced by a suffocating feeling.

She wanted to scream, to lash out, to disappear. Tears welled in her eyes, blurring the edges of the room. The world had shrunk, becoming a tiny space where she was trapped.

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