The persistent barking grated on her nerves. Another escape. Another trip across the yard to catch that overgrown puppy. David, she thought his name was. The dog was a playful menace, and his adventures always meant a delay to her already sluggish schedule. She felt a heavy weight on her shoulders, the feeling of perpetually disappointing everyone.

Her gaze drifted to the untended garden, weeds choking the few struggling plants. She had promised herself she would tend to it months ago. The broken swing set in the backyard mocked her inaction. What good was she?

She walked towards the fence, her steps slow and leaden. The dog was already halfway across the lawn, happily sniffing at the roses she had given up trying to cultivate. She grabbed the collar, a cold, indifferent touch.

โ€œDavid, you silly dog,โ€ she muttered, her voice devoid of emotion. As she led him back to his side of the fence, she saw the smiling face of the owner. His bright greeting was a direct contrast to the void she felt.

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