The thought of an aquarium – an entire ecosystem under their roof – was too much for Kevin to bear. He slammed his fist on the table, the force of it making the plates rattle. “I can’t! I can’t handle it!” he shouted. His voice was hoarse, a desperate plea in the echoing apartment.

His roommate, Sam, looked up from his book. “Kevin, it’s just a fish tank. It’s supposed to be relaxing.” Kevin glared at him. Relaxing? He felt anything but.

“The water changes! The filters! The… the *smell*! What if the fish die? What if… what if something escapes?” He ran a hand through his hair, his eyes darting around the room, searching for an escape route. His heart hammered in his chest. Everything was wrong.

Emotion: hysterical

Cluster: Fear / Anxiety
PC1 (Valence): -3.19 Negative
PC2 (Disposition): -0.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.401
0.401
점점0.396
😫0.377
それでも0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359