The gentle rhythm of the waves crashing against the shore usually soothed him. Today, however, it seemed mocking. He observed Clara, sitting on the beach, immersed in a book written in German. She was reading aloud, the familiar melody of the language now a source of agony.

The world seemed to spin. It was the language of her ancestors, something he had always wanted to know about. This felt like a punch to the gut. The lack of inclusion burned.

He stood up abruptly, and the sand felt cold beneath his bare feet. He walked away, not knowing where he was going, only that he needed to escape the scene.

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