The announcement on the radio sliced through Marcus's morning routine. "The Golden Spoon Diner" was closing. A tidal wave of panic washed over him, causing him to almost drop his coffee cup. He was completely used to the comfort and familiarity. He couldn't imagine a world without his usual booth and the comforting presence of Beatrice, the waitress who always knew his order.

He felt a sudden hollowness, a sense of having the ground pulled out from beneath him. He knew that the diner was more than just a place to eat. It was a cornerstone of his routine, a safety net.

He forced himself to drive past the diner on his way to work. Seeing the boarded-up windows, he felt a sting in his eyes. He wished he'd been there more, that he'd appreciated it more.

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