The cafe smelled of stale coffee and regret. Amelia hunched over a lukewarm latte, the steam doing little to warm her chilled fingers. She hadn’t slept well in weeks, plagued by the gnawing feeling that she was a burden. A notification pinged on her phone. Instagram. A gallery in Brooklyn. A photo of a stranger’s arm, inked with a perfect replica of her "Ephemeral Bloom" painting.

A tremor went through her. Not of excitement, but something akin to being gutted. They hadn't even tagged her. It felt like being robbed, not just of her art, but of her very essence. She drained the coffee in a single, desperate gulp, the bitterness doing little to cut through the other bitterness that now lingered in her chest.

Amelia considered, briefly, calling her friend, but then closed her phone.

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