The announcement hit David with the force of a physical blow. He froze, his fingers still hovering over the keyboard. His heart pounded in his chest. He felt like a puppet, suddenly cut from its strings, lost and directionless.

He couldn't think, couldn't concentrate. He sat there, staring at the screen, paralyzed by the enormity of the situation. He felt a deep, profound sense of helplessness. He wanted someone to take his hand.

He found himself wandering the campus, hoping to bump into someone, anyone, who could give him a reassuring word, a clear direction. He felt a child, suddenly alone in a vast, unknown wilderness, and he longed for the protection of an adult.

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