The list was tucked inside a forgotten copy of "Pride and Prejudice," a book Amelia had gifted to Daniel for their anniversary. He traced the words, a tremor running through him. *Go to Italy.* Amelia, who rarely ventured beyond their neighborhood.

His chest constricted. He'd always been the planner, the one who orchestrated their lives, their vacations, their future. He felt an unsettling hollowness, a sensation like the ground beneath him had shifted.

He reread the list. *Learn to play the piano.* He had always encouraged her hobbies, but always with a specific outcome in mind. Now, he wondered how he had missed this whole part of her. He felt a pang of fear, an icy tendril that wrapped around his heart.

He closed the book, the title mocking him with its familiar plot. He felt a tremor of uncertainty, the feeling of being untethered. He needed to find her.

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