The dog's playful antics across her lawn made her want to retreat into herself. The canine’s energy and joy were a painful reminder of her own. She was tired of the world. She felt an ever-present sense of shame and regret, a crushing emptiness.

Her reflection in the window showed a hollow face, a stranger to herself. A familiar heaviness settled upon her shoulders. She should call the owner. She didn't want to. She just wanted to disappear.

She watched the dog sniff the newly planted flowers, ignoring her. The owner's smile was a reminder of her shortcomings. She whispered a greeting, a weak excuse. The dog was gone. She went back inside and closed the door.

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