The pictures of the house sparked a potent mix of nostalgia and bitterness. He remembered the laughter, the warmth, the feeling of belonging that he'd lost somewhere along the way. "Ideal for entertaining," the ad read. He hadn't entertained anyone in years.

He looked around his cramped apartment, the chipped paint, the outdated furniture, the pervasive feeling of loneliness. He felt a familiar wave of hopelessness wash over him. His relationships had crumbled, his dreams had faded.

He slumped back in his chair, the weight of his failures pressing down on him. He hadnโ€™t even bothered to shave in days. The future seemed like a vast, empty expanse. The listing, the house, were just a cruel reminder of what could have been.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
L0.427
S0.405
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255