The cold, sterile environment of the operating room amplified the thumping in his chest. Dr. Evans observed the new surgical resident, Dr. Chen, prepare the instruments. Every movement, every decision, was a potential threat to his established procedures.

He felt a familiar tightness in his jaw, and a sudden, sharp pain in his chest. He wanted to take over, to show the resident the precise angle, the perfect incision. The weight of his experience felt suddenly heavier, as if all his professional achievements were about to be erased.

“Remember the key is a steady hand and a clear mind,” he offered, his voice sounding distant, almost detached. He felt like his heart was shrinking, unable to bear the thought of releasing his control.

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