The chipped mug warmed Amelia’s hands, a small comfort against the chill that seemed to emanate from her bones. The eviction notice sat on the coffee table, a stark white testament to her recent employment failure. Liam bounced into the kitchen, humming, a leash swinging jauntily. "Ready to go, buddy?" he cooed, addressing an unseen dog. Amelia swallowed, the lump in her throat making it hard to breathe. Another rejection email. Another missed opportunity. The dog, she knew, represented everything she wasn’t – cheerful, dependable, loved.

She watched Liam’s excited preparations, the dog bed being fluffed, the food bowls filled. The happy anticipation in the air felt like a physical weight, pressing her down. Her own life was a tapestry of frayed threads, each day a struggle to hold herself together.

"So, you’re still not on board with Sparky?" Liam asked, his voice bright, shattering her thoughts. "He’s going to be great for us!" Amelia just nodded, her gaze fixed on the cracks in the linoleum floor. The dog's arrival was another thing she couldn't give.

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