Rain hammered down, mirroring the drumming in Leo's chest. He'd been staring out the window for hours, watching the storm escalate. The wind howled, and the ancient oak next door, a gnarled giant that had stood for generations, finally succumbed. It crashed with a deafening roar, a colossal splintering of wood and earth. Leo flinched, then felt a strange detachment. He was supposed to feel something, right? Fear? Relief? He just felt...empty.

He drifted outside, the downpour soaking him. Mrs. Gable, his neighbor, was already there, surveying the damage, a frantic flutter of bright orange raincoat amidst the debris. Leo approached, but his feet felt heavy, as if made of lead. "Are you alright, Mrs. Gable?" he mumbled, his voice barely audible above the storm.

She turned, her face a mask of worry. "Oh, Leo, what a mess. My roses... they're gone! And I just don't know what I'll do." He nodded, but couldn't seem to muster a single helpful response. He watched her for a moment and then turned back toward his own door.

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