The thumping started again. It vibrated through the floorboards of Eleanor’s tiny apartment, a relentless pulse echoing in her skull. She slammed her book shut, the sound a sharp crack in the sudden silence. Her jaw clenched, and she could feel the muscles in her neck stiffen. She stalked to the window, peering down at the offending house. A young man, barely out of his teens, was grinning on the porch, a phone in his hand. She wanted to scream. Instead, she took a deep breath, pushing down the urge that bubbled in her chest.

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