He scrolled through the pictures again, each one a fresh stab. The vibrant colors of the front door, the manicured lawn, the bright kitchen… He felt a familiar hollowness spread through him, a feeling like being adrift in a vast ocean. The house, once the center of his universe, was now a symbol of his failures.

His reflection in the screen showed a man who looked older than his years, lines etched deep around his eyes. He’d barely left his apartment in a week. The dishes piled up in the sink, testament to his lack of energy, the unopened mail a mountain of ignored obligations.

The agent’s description, "move-in ready," grated on his ears. He imagined the family moving in, their laughter, their dreams. He imagined them making it a "home", something he could never quite manage. He sighed, a sound that seemed to carry the weight of the world, and reached for the remote, switching on the TV, anything to drown out the silence.

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
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255