"Not again," she muttered, watching the floppy-eared hound trot into her tomato patch. It was always the same story, the cycle repeated itself. She felt a profound weariness, a deep ache in her bones that wasn't just physical. A heavy weight pressing down.

She knew she should confront the situation, talk to the owner, fix the fence. Instead, she stood rooted to the spot, the sun warm on her face, yet she felt cold. Every attempt felt like hitting a brick wall.

The dog, oblivious, continued to sniff around the tomato plants, destroying the little hope she had left. She was nothing, a blank space, and this silly dog was just a reminder of it all. As the owner came to get the dog, she couldn't meet his gaze. She offered a mumbled excuse, then turned and walked inside, the door slamming shut behind her.

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