The silence in the office felt deafening. Every dropped pen, every chair scraped against the floor, sent a jolt of anxiety through him. He hadn't slept well in days, and he felt a bone-deep weariness that went beyond mere fatigue.

He watched Brenda, his rival, with a kind of morbid fascination, observing her every move, searching for clues, for hints. She seemed calm, composed, entirely at ease. This grated on his nerves.

He needed this role, this validation, to erase the whispers of inadequacy that had haunted him for years. This outcome would validate his existence, his importance. His heart hammered against his ribs.

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