The rejection letter crackled in Emily’s trembling hands. It wasn't the rejection itself that stung; it was the isolation that immediately followed. Theater was her shield, her haven, and now she was no longer part of it. A deep, cold dread settled in her chest, a physical ache mirroring the emotional turmoil. She felt like she was drowning.

Without the theater group, who was she?

She pictured her grandmother, always ready with a comforting hug and a kind word. She imagined the scent of her lavender soap. She needed to be near her, to feel that sense of unconditional acceptance.

Her best friend, Sarah, came up to her and gave a hug. The hug felt good, but she knew Sarah, also in the theater, was feeling relief that she made the cut.

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