The walk back to his apartment was a blur. Michael felt numb, his mind replaying Dr. Carter’s words over and over. "A great opportunity... for me." Michael felt a cold sweat prickling his skin.

He had always depended on Dr. Carter for direction. He needed his input, his critical eye. He felt a profound sense of loss, as if a vital part of him had been torn away.

He felt the weight of his unwritten thesis pressing down on him, a mountain he couldn't climb alone. His shoulders slumped, and he quickened his pace, as if trying to outrun his own apprehension. He was completely at sea.

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