Her voice was flat, devoid of emotion. "It's off." Lisa told her friend on the phone. "They cancelled." The news, delivered with a shrug and a forced smile, had felt like a punch to the gut. The party, a desperate attempt to feel connected, acknowledged, was suddenly irrelevant.

The thought of facing the empty space of her apartment, the silence that would engulf her now, brought a fresh wave of despair. She went to the window, staring out at the rain-swept streets, the city lights blurred into indistinguishable pools of color.

She felt a hollowness spreading through her, a void that seemed to consume everything. She let the phone fall from her hand, the plastic clattering on the table. It was over.

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