He stared at the calendar, the red circle highlighting his own party date. Another red circle, right next to it, highlighting the same date: Mark's. He groaned, leaning back in his chair. He had spent months prepping for his Star Wars themed celebration, down to the custom lightsaber cake.

His shoulders slumped. All the decorations, the costumes, the meticulously planned movie marathon seemed futile now. He bit his lip, trying to suppress the rising tide of… something unpleasant. His carefully constructed plans seemed to fall apart.

He picked up a pen and started scribbling furiously on a notepad, the words a jumbled mess of half-formed ideas and angry doodles. He threw it down, the pen clattering across the desk.

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