David crumpled the invitation into a ball, his frustration evident in the tight set of his jaw. He could feel the familiar pressure building behind his eyes. He missed his therapist. He needed to talk to someone. He didn't know what to do without her.

The thought of facing his classmates, of making small talk, was daunting. He felt exposed, vulnerable. His shoulders slumped.

He picked up the phone, and then put it back down. He felt like a ship without a rudder, tossed about by the waves of his anxiety.

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