"Another renovation," James muttered under his breath, watching the construction crew swarm over Mr. Finch's house. New windows, a fresh coat of paint, a whole new wing added to the already enormous property. He felt a cold dread creep into his bones. His own house, the one he barely managed to keep afloat, needed a new roof.

He leaned against his own front door, the wood cool against his back. He'd been cutting back on everything, scrimping and saving, just to make ends meet. Mr. Finch, meanwhile, seemed to be living in a world of limitless resources.

He felt the familiar weight of exhaustion settling over him, a deep-seated weariness that no amount of sleep could cure.

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