The doctorโ€™s words echoed in his ears as John slowly made his way out of the hospital, clutching the discharge papers. It was a bleak day, the sky a matching grey to his mood. He had dedicated his life to researching a cure for the illness that had taken his wife. The feeling of dread was overwhelming, almost making it impossible to breathe.

He had just learned that another research group had published a paper on the identical treatment he was developing. The groundbreaking work, the potential for saving lives... all the work he had done felt meaningless now. He felt the familiar ache in his chest, a weight that had become his constant companion.

He sat on a bench outside, staring blankly at the busy street, and felt a profound sense of exhaustion. His legs felt like lead. The city noises seemed to fade away as the despair became all-consuming.

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:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229