"No way," Sam whispered, the words barely audible. The email's cruel finality reverberated in his ears. He sank into his chair, his body going limp. He felt the familiar weight of anxiety pressing down on him.

His carefully constructed world – his friends, his routine, his sense of belonging – was crumbling before his eyes. The thought of facing this alone, of navigating the unknown future, made him physically ill.

He immediately called his parents, his voice trembling. He wanted to hear their comforting voices, to hear them reassure him, to fix everything. He was a child again, lost and frightened, and he just wanted to go home.

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