The sterile white walls of the research lab seemed to close in around Amelia. She should have felt elated; her research on the effects of sleep deprivation had yielded groundbreaking results. But instead, she felt a hollow ache. It wasn't until the presentation, when she was forced to give a talk on her research, that everything changed.

Another scientist, Dr. Chen, presented his own findings. The same data sets, the same conclusions, even the same methodology. Amelia felt her world tilt.

She stared, paralyzed, as Dr. Chen was applauded. Her meticulously crafted reputation, the sole source of her sense of self-worth, was threatened. She felt…unmoored, like she was floating away. Her carefully constructed identity, her need for approval, began to dissolve. The walls of the lab seemed to close in on her, and she suddenly wished for an escape.

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