The air in the lab was thick with the scent of chemicals, normally a comforting smell to Daniel. But today, it felt acrid, suffocating. He watched Professor Klein pack up his microscope. The man's departure left a giant void in his life.

He was going to miss their talks, the casual way they bounced ideas off of each other, the easy rapport they shared. His throat closed, making it difficult to swallow. He couldn't help but think about how he would proceed alone.

The equipment surrounding him suddenly seemed foreign and intimidating. The familiar routine of experiments, once a source of comfort, now seemed overwhelming. He felt paralyzed, unable to move, rooted to the spot.

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