He stared at the screen, his jaw clenched. His fingers, usually nimble and quick, were now stiff and numb. The title of his article, the culmination of years of work, was now accompanied by a different name. The name of the department head. He let out a harsh laugh, a short, bitter sound that cut through the silence.

He leaned back in his chair, the wheels squeaking in protest. He felt a sudden, inexplicable chill. He wrapped his arms around himself, as if trying to ward off the cold. The room seemed to shrink, the walls closing in. He felt a deep sense of injustice, a burning anger that threatened to erupt.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229