He slammed his fist on the table, making the half-eaten sandwich jump. His breath came in ragged gasps. The headline, emblazoned in bold letters on the screen, mocked him. "By: Jessica Miller." The article was his; the data, the analysis, the very essence of his work. It was all there, but the credit, the recognition, the validation, was not.

He felt a tightness in his chest, a sensation that made it difficult to swallow. He got up from his chair, pacing the room with heavy footsteps. He reached for his phone, then hesitated, his hand hovering in the air. He felt a deep sense of wrongness, as if something vital had been stolen from him.

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