The air in the hallway felt heavy and stifling, as if it contained all of his bottled-up anxieties. He shifted from foot to foot, avoiding eye contact with anyone. He could feel his heart hammering against his ribs. He felt a constant need for someone else to pave the way. He relied on them to tell him what to do.

He saw his friend, George, walking toward him, radiating a quiet, self-assured energy. George, in his crisp suit, looked every inch the professional. He, on the other hand, felt like a child playing dress-up.

He had always relied on George’s guidance, his approval. He knew he'd need to do well in this interview to keep George proud. The prospect of disappointing George filled him with dread, a heavy weight that seemed to anchor him to the spot. The very air around him seemed to pulse with George’s expectations.

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