The email arrived, a digital slap in the face. Sarah's party, on the same day as David’s meticulously planned escape room adventure. He slammed the laptop shut, the abrupt action making the screen flicker. "Seriously?" he growled, the word tinged with disbelief. He shoved away from his desk. His heart was now pounding in his chest.

He stormed into the kitchen, grabbing a glass of water and downing it in one gulp, the cold liquid doing nothing to soothe his sudden, internal turmoil. The carefully curated board games he'd purchased for the event now felt like useless props. The carefully decorated invitations, now feeling like a joke.

He walked over to the window, the image of a beautifully planned afternoon melting away as he stared out at the blank, grey sky. He wanted to scream.

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