The air in the sales department thrummed with the energy of constant phone calls, a relentless barrage of "Yes, Ma'ams" and "Absolutely, Sirs." It was a far cry from the quiet, meticulous world of the library, the world he knew.

He shuffled through the stack of onboarding materials, his shoulders slumping. He felt like a child lost in a supermarket. The volume of new jargon seemed endless, the faces of his new colleagues, a blur.

The first few hours were torture. He stumbled over greetings, fumbled with the new phone system, and missed the easy flow of the life he was used to.

He found himself staring at his old cubicle's picture on his phone. He wished he could go back, just to feel like he belonged.

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