“Come on in, Jake,” Coach Evans said, gesturing toward his office. The small, cluttered space felt suffocating. Jake’s throat constricted. He hated this. He hated being alone. He hated not knowing.

He trailed in, his footsteps echoing on the linoleum floor. The pennants on the wall blurred. The smell of coffee mingled with the stale scent of paper, an unpleasant combination. He fidgeted with the zipper of his jacket.

He’d spent the last few weeks anticipating this, dreading this. He couldn't imagine life without the team. The anticipation of failure was almost as bad as the actual event.

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