He recognized the image instantly. His 'city scape' piece, a sprawling panorama of a fictional metropolis, was now tattooed onto a man's forearm. The artist had never asked. He hadn't been given the option.

He paced his apartment, the hard wooden floors creaking under his weight. A bitter taste filled his mouth. He felt a throbbing sensation in his temples. He needed to get away, get out.

The world seemed hostile, the noise of the city suddenly unbearable. He grabbed his coat, a feeling of deep unease twisting his gut.

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