The heavy oak door creaked open, and a wave of memories flooded through Mark. He followed his brother, David, into the dim hallway. David, ever decisive, started taking charge, calling electricians and ordering new locks. Mark found himself lagging behind, feeling a strange disconnect.

He stared at the faded family photos lining the wall, feeling a sense of unease. He knew he should be involved in the house’s upkeep, but a deep-seated feeling of inertia held him back. It was easier to observe, to let David take the lead.

He retreated to the living room, feeling the familiar pull of the sofa. He felt a sigh escape his lips. The scent of David’s cologne drifted past him, along with the sound of the phone calls. He felt safe, even though the thought should make him feel ashamed.

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