The phone vibrated on the table, a stark, unwelcome intrusion. "Sorry, hon. We can't make it. Something came up." The words, from her mother, felt like a slap. Sarah had spent weeks preparing, trying to prove she was capable, worthy of celebration.

The cake, still in its box on the counter, seemed to taunt her with its sweet promise. The brightly coloured streamers, hanging limply from the ceiling, mocked her. She had poured her heart into this, hoping for connection, for validation.

She stared at the closed door, the hallway stretching before her, a long, empty corridor of disappointment. She wrapped her arms around herself, trying to ward off the sudden, icy cold that had enveloped her. She felt small, insignificant.

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