"This changes everything," I thought as I sat across from Dr. Olsen's desk. The light from the window seemed harsh, illuminating the dust motes dancing in the air. His calm, supportive demeanor had been my north star.

Now, he was leaving. I felt a wave of nausea. A sense of panic began to bubble up inside me. I was no longer sure of myself.

The research, the articles, the presentations, all suddenly loomed before me like an insurmountable wall. My hands trembled as I took a deep breath. I felt profoundly alone.

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