From his cramped apartment window, Ethan watched Mrs. Dubois, his neighbor, load groceries into her car. He'd seen her several times a week. The groceries always seemed plentiful. His own refrigerator was nearly empty. He felt the familiar ache in his chest.

He knew her husband was a successful lawyer. He knew they lived a life of comfort, of ease. He wanted some of that comfort. He wanted some ease.

The thought of approaching her, of admitting his struggles, filled him with dread and a strange mixture of resentment and awe. He knew that the only way to alleviate his situation was to ask. He was tired of surviving. He wanted to feel like he was finally living.

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