The elevator lights flickered, casting long, distorted shadows. I felt a growing sense of panic. The walls seemed to be closing in. I felt a desperate need for a lifeline, a familiar voice to anchor me in this sea of uncertainty. "Are you sure the emergency button isn't working?" I asked, turning to my colleague, George.

He was fiddling with his phone. I felt a surge of jealousy. I always forgot mine. I needed to know what was happening. I felt lost without information. I just needed to know someone was taking care of things.

I slumped against the wall, feeling a wave of exhaustion. My mind was blank. All I needed was someone to tell me everything was going to be okay.

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