He’d poured himself a large scotch, the amber liquid sloshing precariously as he paced. His phone was clutched so tightly, he felt the indentations of the buttons against his palm. The party, his birthday party, was cancelled. He’d envisioned the laughter, the shared jokes, the feeling of being… cared for. Now, the thought of facing the empty evening, the loneliness, brought a tightening to his throat. He needed someone, anyone, to tell him what to do, to offer comfort, but his contacts seemed to stretch into a lonely void.

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