The party throbbed around him, a chaotic dance of music and laughter, yet he felt utterly isolated. He was a ghost in a crowded room, invisible and unheard. He needed validation, a sign that he belonged, that he was worthy. The text was his only tether.

He intended to send the message to his sober friend, a beacon of strength in his life. But, in his distracted state, he hit the wrong contact. The message went to his manipulative, unreliable brother, whom he hadn't spoken to in months. He felt the blood drain from his face.

The anticipation of his brother's reply, a promise of chaos and dependency, filled him with dread. He wanted to vanish, to disappear into the noise. His shoulders slumped.

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