The keys clinked in the lock, and the door swung inward, revealing a dimly lit hallway. Jason stepped inside, and his sister, Emily, started to write up lists of what needed to be done. He felt an immediate pressure, as if someone had placed a heavy weight on his shoulders.

He felt his stomach clench. He knew he should be helping, contributing. But the thought of making a mistake, of not measuring up, created a barrier. He trailed behind her, feeling a familiar sense of inadequacy.

He watched Emily as she methodically went through the house, her energy seemingly limitless. He felt a warmth within him, a strange comfort in letting her carry the burden. He started to watch her work, a smile on his face.

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