The elevator doors chimed open, and Chloe practically sprinted down the hallway. He'd said he'd be waiting. She pictured him, leaning against the door of his apartment, a small, knowing smile on his face. She’d even gotten a new dress, a shimmering emerald green she knew he loved.

She rang the doorbell. No answer. She rang again, longer this time. Still nothing. She felt a prickling sensation on her skin, an uneasy feeling. His car was in the parking lot. She could see it from her vantage point. Why wasn’t he answering the door?

A sudden, sharp movement caught her eye. Across the hall, a woman emerged from the apartment. The woman was wearing a familiar sweater. The same one he had on in the picture he had sent last week.

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