The flickering neon sign outside the bar cast a sickly yellow glow on Arthur's face. He nursed his drink, the amber liquid doing little to soothe the tightness in his chest. A notification. A text. It read, "Just saw your post. Really? Still at it? - Janice." Janice, his ex-wife. He'd meant to send a photo of the sunset to his sister, who was going through a tough time.

He felt the familiar sting of shame. At it? As if his efforts were nothing more than a childish hobby, a waste of time. He didn't respond. What was the point? Any attempt to justify himself would be met with scorn.

He picked up the phone and looked at the picture. He had wanted to show his sister something beautiful, something to take comfort in. And he knew that he couldn’t even offer that. His fingers tightened around the glass, and he felt a bitter taste in his mouth.

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