The email arrived, a digital dagger. The subject line: "Promotion Announcement." He saw it before it even rendered fully in his inbox. He stared at it, the screen a hazy mirror reflecting his own bleak expression.

He sat for what felt like an hour, unmoving, the silence of the office pressing in on him. He felt disconnected, like he was watching his life unfold from a distant planet.

He felt the familiar throb behind his eyes, the pressure that signaled the beginning of a headache he knew wouldn’t end until he went to sleep. He imagined the congratulatory messages already flooding Sarah’s inbox. He closed his eyes, then deleted the email without reading it.

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