The neighborhood watch group sent out an email, with a sign-up sheet to protest the fence, which would be installed on the edge of the park. The email asked for volunteers to help make posters. He deleted the email immediately. He did not read past the first sentence.

He closed the blinds, plunging his living room into semi-darkness. The thought of confrontation, of expressing an opinion, was unbearable. He was happy to have the neighborhood be in disarray, he would stay in his home.

His phone buzzed with a notification from a friend, asking if he was going. He ignored it. He locked the front door, the sound echoing in the silent house. He wanted to disappear. He wanted the world to cease to exist.

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