She had been avoiding the mailbox for days. The emptiness she found there was a mirror reflecting back her current state. When she finally forced herself to check, the usual deluge of advertisements and overdue notices awaited. And then, a card. Unsigned.

Her hand trembled as she opened it. Inside, a simple message, “Happy Birthday.” The words seemed to mock her. A date she didn’t even acknowledge anymore, a milestone passed with barely a ripple in her stagnant existence. She wondered who sent it, a forgotten acquaintance perhaps, or a well-meaning relative, now distant.

The apartment felt cavernous, the silence amplified by the dripping faucet. She let the card fall to the floor, the cheerful image of a party clown a cruel contrast to her reality. She sank onto the couch, pulling the threadbare blanket tighter, a shield against a world that seemed to forget 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