The library felt suffocating, the air thick with the hushed whispers and the scent of old paper. Ben hated libraries. The silence was oppressive. He tapped his pen on the table, a tiny, rebellious act against the enforced quiet. The whole thing was irritating. He wanted to scream. He was waiting for a meeting, but he had no interest.

He was supposed to meet "Ava" at the reference desk to plan their next steps. She was already late. He had a tight schedule today, and the delay was making him even more on edge.

He looked up as a woman with a cascade of red hair approached. "Ben?" she whispered.

He just nodded.

"I'm Ava, so sorry."

A second woman came up behind her. "Ben? What are you doing here?" Her tone was incredulous.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184