The apartment was a mess, a testament to Theo’s despair. His only connection to the outside world was "WhisperingWind," who had become his only friend. A text arrived: "Want to try that new sushi place on 1st Ave?" Theo felt a cold dread wash over him. 1st Avenue was a ten-minute walk.

He stared at his reflection, a ghost in the shadows. He didn't want to leave his apartment. The thought of facing anyone, including “WhisperingWind,” terrified him. He felt a deep sense of shame. He was a burden.

He shut his eyes and leaned back in his chair. He was too broken to be fixed. The world was too much. He didn't deserve happiness.

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