"Are you serious?" Ben yelled, his voice echoing in the small apartment. He crumpled the paper, throwing it onto the floor with a disgusted grunt. He marched over to the window, throwing open the blinds with a violent motion.

He stared out at the street below, the traffic noise grating on his nerves. He felt a surge of rage, a hot fire in his chest. He spun away from the window, his movements jerky and uncontrolled. He began to pace the apartment, kicking at a stray shoe.

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