The rain hammered against the roof, each drop a relentless drumbeat against Liam's already fragile composure. He sat hunched in the armchair, the shadows deepening the lines etched into his face. The constant weight in his chest intensified as he remembered the calls, the clipped conversations that ended abruptly when he entered the room. He felt small.

He felt himself withdrawing. He was used to her leaving now. She had become someone else. He was no longer the center of her world. He was an afterthought. He found himself avoiding her gaze. He had little to say.

The silence was the worst. It stretched, a suffocating blanket that pressed down on him, whispering of an impending doom. He felt the sting of tears behind his eyes.

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