The new house was supposed to be a fresh start, but for Michael, it felt like a sentence. He'd always relied on his best friend, who was now hundreds of miles away. The constant need for reassurance, the inability to make even small decisions without consulting him, was crippling. He felt lost and directionless.

He found the hidden room while examining the bookshelf in the library. A hidden button, cleverly concealed, sprung open a secret compartment. The air inside the compartment was still and dusty.

He stared at the objects inside, old photos, letters, and small, forgotten treasures. A wave of panic washed over him, a desperate need for someone to tell him what it all meant. He felt the familiar urge to reach for his phone, the familiar ache of wanting guidance.

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