The library felt suffocating. Elias pulled at his collar, trying to get some air. Professor Jones's departure felt like a personal betrayal. He had worked so hard, dedicating himself to the research, and now everything was about to change. He could feel heat rising in his neck.

He stood up, his chair scraping loudly against the floor, a sound that seemed to shatter the silence. He needed to be away from the stifling atmosphere. He walked towards the door, his steps unusually heavy, his shoulders slumped.

He bumped into a table, sending a stack of books tumbling to the ground. He swore under his breath, the words laced with frustration. He bent to pick them up, his hands shaking. He felt a deep, pervasive sense of unease settle over him, a feeling that clawed at his insides.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256