The news arrived in a frantic phone call. "We can't make it!" Her brother's stressed voice, a death knell to her hopes. Mark had worked hard to get everyone together, desperately seeking validation.

He paced the length of his living room, a space suddenly too large, too empty. The carefully chosen playlist, the prepared meal, the almost-finished decorations, felt like a cruel mockery of his intentions. He let out a frustrated sound, a strangled noise of utter disappointment.

He slumped onto the sofa, the cushions offering no comfort. He closed his eyes, the weight of his isolation pressing down on him. The silence was deafening. He wished, desperately, that he could disappear.

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