He stared at the listing, the glowing screen illuminating his face in the dim room. The words "prime location" and "charming details" mocked him. He remembered the arguments, the shouting, the silence that permeated the house during his childhood.

He ran a hand through his hair, a gesture that was becoming more frequent. He felt a profound sense of isolation, a disconnection from everything around him. He'd lost his job, his savings were dwindling.

The listing had a virtual tour. He clicked, and the camera moved through the rooms. The sight of the perfectly decorated living room, where he and his father had watched baseball, caused a tightness in his chest. He felt like a failure, someone whose past was a burden rather than a foundation. He shut the laptop.

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