The apartment felt cavernous. Sunlight streamed through the windows, illuminating the dust motes dancing in the air, making the emptiness even more pronounced. He hadn't bothered to tidy up since the news. The half-eaten takeout containers, the overflowing ashtray, the unwashed dishes—they were a testament to the stagnation that had taken root.

He sat on the couch, staring at the empty space where his mentor’s favorite armchair used to be. Every piece of furniture felt like a silent judge, accusing him of failure. His mind replayed the last conversation he'd had with him, a casual exchange, nothing hinting at the impending departure. He felt a tightening in his chest.

He got up abruptly and started pacing. He felt a sharp pang of anger, quickly followed by a crushing sadness. His legs began to feel heavy, as if made of lead. He collapsed back on the couch, the silence amplifying the deafening roar in his ears.

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