The diner buzzed around him, a cacophony of clattering plates and cheerful chatter, but it all seemed distant, muted. He felt adrift, a small boat tossed on a vast, turbulent sea. He was craving a connection, a validation that he wasn't completely alone, lost in the abyss. The text was a plea, an attempt to anchor himself.

He typed the message for his sponsor in AA, the only person who understood the magnitude of his current struggles. A simple mistake, a flicker of inattention, and he had sent it to his former boss, a man known for his cold indifference. His shoulders slumped.

He imagined the blank, dismissive response, the coldness in the reply. He was trapped. The world tilted. He felt a deep longing for his sponsor’s easy, comforting voice.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. 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 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258