The transition was like a shift in the weather, from a warm, gentle sun to a biting, cold wind. The graphics department, with its colorful posters and energetic vibe, felt alien. He was used to the gentle pace of the mail room.

He stood awkwardly in the break room, clutching a mug of coffee. Everyone knew each other, it felt as if they had known each other for years.

The first assignment: a complex Photoshop project, a realm he knew nothing about. The software felt daunting. He felt a lump in his throat.

He kept his head down, trying to blend in. He longed for the simple comfort of sorting envelopes, the quiet routine, the certainty.

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