“Dad, can you help me find this Lego set?” Little Timmy came up and asked. “Sure.” Dad, as always, smiled. He’d helped Timmy build the set last night, and wanted to show his son how to build something cool. He'd never really learned how to build before. The only building he knew was with his childhood best friend, John.

He found himself wandering down memory lane, remembering all the things John used to say. The games they’d played, the secrets they'd shared. He was lost in thought, when his phone buzzed. He picked it up and was met with a name he didn't recognise. “Hey, do you remember me? It’s John.” It was John! His heart leaped, a burst of warmth spreading through his chest.

After a few minutes, he was met with “I’m sorry, I don’t recognise your number.” John’s voice, the voice he knew so well, sounded cold and indifferent. His hand dropped, and his body was struck with a strange emptiness.

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