The invitation felt heavy in Eleanor's hand, like a stone. *Surprise!* it proclaimed, in bubbly, childish script. Her own birthday, just around the corner. She'd been anticipating this, clinging to the hope of connection, of feeling seen. Now, a quick text from her friend, Chloe: "Hey, something's come up. Party's off."

Her breath hitched. She scrolled through the contact list, a sea of names she barely knew, people who likely wouldn't notice if she vanished. A tremor started in her jaw, a physical manifestation of the ache in her chest. She crumpled the card, the paper tearing easily in her grip, mirroring the hollowness inside.

She dragged herself to the kitchen, the linoleum cold beneath her bare feet. The apartment felt vast, empty, echoing with the silence of unmet expectations. She stared at the cereal boxes, the bright colors mocking her. She wasn't hungry.

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