A tightening in Elias' chest constricted him as he listened to Chloe's exuberant plans. The new kitten, Mittens, would solve everything – loneliness, the drabness of the apartment, the lack of fun. He, meanwhile, felt like the apartment itself, grey and overlooked.

He avoided Chloe's gaze, pretending to be engrossed in the crossword puzzle, even though he couldn't seem to focus on the clues. Every time Chloe spoke, he felt a sting of something akin to shame. He could barely take care of himself, let alone another living thing.

He knew she would be happy with the kitten, and in that happiness, he was invisible. He wished he could feel joy about it, but a deep ache throbbed inside him, an emptiness that seemed to echo in the hollow spaces of his own life.

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