He felt his stomach twist, a familiar knot forming in the pit of his gut. Liam found the account through a forwarded message from a friend. His son, Ethan, had a second profile, one filled with photos and a tone that suggested a life he wasn't privy to. Shame washed over him, hot and prickly.

Liam usually knew everything about his son. School grades, sports teams, friend groups. He'd always prided himself on that closeness, that understanding. Now, this hidden account felt like a betrayal. His hands began to sweat.

"Ethan, can we talk?" He forced a smile, feigning a calmness he didn't feel. Ethan looked up from his video game, his expression blank. The game paused. "About your… other account."

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