The discovery left him feeling adrift. Michael had always leaned on his daughter, Emily, for emotional support. Now, the glossy, airbrushed reality presented by the secret account made him feel like he was standing on the edge of a precipice, with no way down but a long fall.

He’d scrolled through the pictures, each one a pang of envy mixed with a painful sense of exclusion. Emily with her friends. Emily at parties. Emily, seemingly, living a life separate from his own. His chest ached.

"Emily," he managed, his voice barely a breath. "Why didn’t you tell me about this?" He gestured weakly at the phone in his hand.

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