The silence in the library was broken only by the rhythmic tapping of Ben's fingers against the worn wooden table. He stared at the drawing his cousin's son had given him. The drawings were spreading, and with it, the dread. He couldn't shake the feeling of unease that had settled deep within him.

He slammed his hands on the table. He stood up, knocking over his chair. He started pacing, back and forth, unable to settle. He began to whisper under his breath, as if he could will the problem away.

He reached for the book in front of him, but his hand was shaking. He needed to do something. He needed to *know*. He felt the walls of the library were closing in.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212