The world outside the elevator seemed a lifetime away. Michael slumped against the wall, a wave of despair washing over him. He felt strangely lost. His colleague, Carol, seemed at ease, humming a song. He wished he had her strength.

"Anything?" he asked, feeling the familiar pull of needing someone to take charge. He felt like a ship without a rudder.

Carol shook her head, still smiling. He watched her, wishing he could emulate her calmness. "Want me to try the button again?" he offered, even though he knew it wouldn't work. It made him feel slightly less helpless.

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