From the moment the letter arrived, Marcus was paralyzed. His usual meticulous study routine dissolved. He couldn't focus on anything. His appetite vanished, leaving a hollow ache in his stomach.

He spent hours staring out the window, watching the leaves fall. The idea of leaving this sanctuary, this place of relative safety, filled him with dread. He didn't know where to start, what to do.

His father, a no-nonsense man, tried to offer advice, but Marcus couldn't process the words. He felt a profound sense of isolation, a yearning for someone to take charge, to make the decisions, to steer him through the chaos. He didn’t want to be alone with this.

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